{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#正常显示画图时出现的中文\n",
    "from pylab import mpl\n",
    "#这里使用微软雅黑字体\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "#画图时显示负号\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "import seaborn as sns  #画图用的\n",
    "import tushare as ts\n",
    "#Jupyter Notebook特有的magic命令\n",
    "#直接在行内显示图形\n",
    "%matplotlib inline   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990-12-20</td>\n",
       "      <td>113.1</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>112.85</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990-12-21</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.40</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990-12-24</td>\n",
       "      <td>113.5</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>113.30</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990-12-25</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.1</td>\n",
       "      <td>114.2</td>\n",
       "      <td>114.00</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1990-12-26</td>\n",
       "      <td>114.4</td>\n",
       "      <td>114.3</td>\n",
       "      <td>114.4</td>\n",
       "      <td>114.20</td>\n",
       "      <td>310.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date   open  close   high     low  volume code\n",
       "1  1990-12-20  113.1  113.5  113.5  112.85  1990.0   sh\n",
       "2  1990-12-21  113.5  113.5  113.5  113.40  1190.0   sh\n",
       "3  1990-12-24  113.5  114.0  114.0  113.30  8070.0   sh\n",
       "4  1990-12-25  114.0  114.1  114.2  114.00  2780.0   sh\n",
       "5  1990-12-26  114.4  114.3  114.4  114.20   310.0   sh"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh=ts.get_k_data(code='sh',ktype='D',\n",
    "  autype='qfq', start='1990-12-20')\n",
    "#code:股票代码，个股主要使用代码，如‘600000’\n",
    "#ktype:'D':日数据；‘m’：月数据，‘Y’:年数据\n",
    "#autype:复权选择，默认‘qfq’前复权\n",
    "#start：起始时间\n",
    "#end：默认当前时间\n",
    "#查看下数据前5行\n",
    "sh.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将数据列表中的第0列'date'设置为索引\n",
    "sh.index=pd.to_datetime(sh.date) \n",
    "#画出上证指数收盘价的走势\n",
    "sh['close'].plot(figsize=(12,6))\n",
    "plt.title('上证指数1990-2018年走势图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6662.00</td>\n",
       "      <td>6662.00</td>\n",
       "      <td>6662.00</td>\n",
       "      <td>6662.00</td>\n",
       "      <td>6.662000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1938.03</td>\n",
       "      <td>1939.27</td>\n",
       "      <td>1956.55</td>\n",
       "      <td>1918.08</td>\n",
       "      <td>7.046332e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1077.32</td>\n",
       "      <td>1078.69</td>\n",
       "      <td>1088.58</td>\n",
       "      <td>1064.61</td>\n",
       "      <td>1.019111e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>1.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1175.64</td>\n",
       "      <td>1177.18</td>\n",
       "      <td>1187.76</td>\n",
       "      <td>1163.31</td>\n",
       "      <td>5.109257e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1750.28</td>\n",
       "      <td>1747.48</td>\n",
       "      <td>1762.53</td>\n",
       "      <td>1730.50</td>\n",
       "      <td>2.071520e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2741.36</td>\n",
       "      <td>2741.74</td>\n",
       "      <td>2769.00</td>\n",
       "      <td>2708.93</td>\n",
       "      <td>1.091663e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6057.43</td>\n",
       "      <td>6092.06</td>\n",
       "      <td>6124.04</td>\n",
       "      <td>6040.71</td>\n",
       "      <td>8.571328e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          open    close     high      low        volume\n",
       "count  6662.00  6662.00  6662.00  6662.00  6.662000e+03\n",
       "mean   1938.03  1939.27  1956.55  1918.08  7.046332e+07\n",
       "std    1077.32  1078.69  1088.58  1064.61  1.019111e+08\n",
       "min     105.50   105.50   105.50   105.50  1.000000e+01\n",
       "25%    1175.64  1177.18  1187.76  1163.31  5.109257e+06\n",
       "50%    1750.28  1747.48  1762.53  1730.50  2.071520e+07\n",
       "75%    2741.36  2741.74  2769.00  2708.93  1.091663e+08\n",
       "max    6057.43  6092.06  6124.04  6040.71  8.571328e+08"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pandas的describe()函数提供了数据的描述性统计\n",
    "#count:数据样本，mean:均值，std:标准差\n",
    "sh.describe().round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dwTDbFhPFj0ExERFRJ2CsKc5YUTETxETlFyooFpH7RWS6iFzlcftAEXlRRGaJyD3xDpGIiGj3peuG/Vqy6Uwxg2Oi8gkMikXkfABJpdSJAEaLyIGGzS4E8IhSagyAviIyJuZxEhER7ZZ0oGuqKdYBc8ZVP8HqCaL4hckUjwXwhH15IoCTDdvUAThCRAYA2BvAmlhGR0REtJvL1hQbbtMT7TjBjqj8wgTFvQGssy/XAxhu2OZNAPsC+BmAD+3t8ojID+3yillbtmwpcrhERES7lzDLPKts9wlGx0TlEiYo3gWgp325j8d9fgvgYqXUtQAWAfiuewOl1L1KqTFKqTFDhw4tdrxERES7FR3o+pVPuIuJ2X2CKH5hguLZyJVMHA1gpWGbgQCOFJEkgBPAuQBEREShhFnRjl+qROUXJih+DsCFIjIewFcBLBCR613b3AjgXgDbAQwC8GisoyQiItpN+a1o5+5TzOCYqHyqgjZQSu0QkbEAzgZws1JqI4D5rm1mAji8LCMkIiLajWUXcnZFxavrmlDX2Gpv4w6HWT9BFLfAoBgAlFLbkOtAQURERDHxyhSfessUxzYdOSKi7okr2hEREVVStqbYO/urWD9BVHYMiomIiCook+0+4b1NQfEEqyeIYsegmIiIqAjPzFmLOycvKXk/mRCZYmaIicqPQTEREVERfvHEfNw68aOS96MzxXNWb0NTW8q4TXbxjpIfjYi8MCgmIiKqIF0u/OL7G/H/npzvu43Xz0RUOgbFREREFeRcunnh+h0e2xRcU74BEXVTDIqJiIgqyBneunsVu7fRATQzxUTxY1BMRERUQRlHhOs11S7jioIZExPFj0ExERFRBeUtzOERFbOmmKj8GBQTERFVkAoV4bozxYyKieLGoJiIiKiCnDGxV/kEF7QjKj8GxURERBWUV1McMNEu+zOjY6LYMSgmIiKqoDABbjZT7PqfiOLDoJiIiKiCMmHKJ1hTTFR2DIqJiIgqKMxEuwy7TxCVHYNiIiKiCsqvKTZvE65DBRGVgkExERFRBeW3KfYqoNDbMjgmKhcGxURERBWUV1PMxTuIKoZBMRERUQWFKY3QGeJcv2JGxURxY1BMRERUQVFaskW5DxFFw6CYiIiogsJkfQuC4jKNhag7Y1BMRERUQZlM7rLXinYZV1TMbhRE8WNQTEREVEF5Ldk8tlEA0hmFtduaO2RMRN0Rg2IiIqIKCtN9Agp4aPpK549EFDMGxURERBVVuHjHmvom1xYKW3e15X5mVEwUOwbFREREFeRewhkAFm/cmfezUu66YkbFRHFjUExERNRJeK1op5AfPJsCaSIqDYNiIiKiTsYd8yqV33EilWZUTBQ3BsVEREQV5Ax2vSbaZZTKK59IOfu4EVEsGBQTERF1cu7yCWaKieLHoJiIiKiT0InigsU5XJnitjQzxURxY1BMRETUWdj1E+6JdAr5bdiYKSaKH4NiIiKiElz++Dzc8/qyou/vDG91pjidcS/rnH8da4qJ4ldV6QEQERF1Zc/OXQcA+NFp+5e8Lz3Rrrk9nXe9cpdPpBgUE8WNmWIiIqJOpqktlfdzwUQ7Niomih2DYiIiok5Cl0/sanUFxa4+xVc+8z6WbdnVgSMj2v0xKCYiIqog5wS6mirra7mpNb98wt2nGADeXlZX9rERdScMiomIiDqJmqokAKDRVT4BFHakSHqt9EFERWFQTERE1EnUJM2ZYqVQkCmuSjAoJooTg2IiIqJOotYun9hVMNFOwb2eR5JBMVGsGBQTERFVkDPW1UFxc1twpphBMVG8GBQTERF1ErXV1teyOwB2t2QDgASDYqJYMSgmIiKqIGerNV1T7C6VYE0xUfkxKCYiIqogZ7BbW211n3AvzZFRKi94Blg+QRQ3BsVEREQVlM4UZopNMq6VndmSjSheDIqJiIgienXhppLuP2rcBNz26kcA8muFdfbXnRWeuHATJ9oRlRmDYiIioohW1TWWvI/bX1sCAMg4omJ32YQ2f00D5q9tyL+SMTFRrBgUExERRVTtU+YQVe/aqlDbiTsK9oqgiagoDIqJiIgiqkrGl6btUe34Kna3nXBwl0u4yymIqDQMiomIiCKqTsT39WmKbU3XuYPg7z84Cxc9+G5s4yDq7hgUExERRVRdFW9B7yEj+sLZTEIZaiPS7tU7AEz6cHOs4yDqzhgUExERRVQVZ6bY47IbyyWIyitcdT8RERFlVcdUUzxq3AQAwKEj++VNozPFv6ZMMRHFh5liIiKiiErpPuHuQQwAG7Y327d5349BMVF5MSgmIiKKqKqkoLjwuoamdoijqNg80a7ohySiEBgUExERRVRK8YRfbKsn2Jkm2qXc6zwTUaxCBcUicr+ITBeRqwK2u0tEPhfP0IiIiDqnUpK2XhPmggJtxsRE5RUYFIvI+QCSSqkTAYwWkQM9tjsFwAil1H9jHiMREVGnYqoLDn/f4NuME+3YfYKorMJkiscCeMK+PBHAye4NRKQawN8BrBSRL8Q2OiIiok6olPDUVBoBIK9PsQkn2hGVV5iguDeAdfblegDDDdt8C8BCADcDOF5EfureQER+KCKzRGTWli1bih0vERFR5ZUQn/pmikvfPREVKUxQvAtAT/tyH4/7fAzAvUqpjQAeBnC6ewOl1L1KqTFKqTFDhw4tdrxEREQV55XtLYUEVBVXJeJdRY+I8oUJimcjVzJxNICVhm2WAhhtXx4DYFXJIyMiIuqkSinvDXVfBRy/3yD863vHZ69KMigmKqswK9o9B2CaiOwB4NMAviYi1yulnJ0o7gfwDxH5GoBqAF+Of6hERESdQ0lBsU+WOTvRDgpVksCpB+XOrAbVHBNRaQKDYqXUDhEZC+BsADfbJRLzXdvsBPCVsoyQiIiokylpop3XnV1BrzsIZks2ovIKkymGUmobch0oiIiIurWSWrL53mYv3mHYiIt3EJUXV7QjIiKKqLRMcbjFOwoyxWxJQVRWDIqJiIgiKq2m2NukhZuws6WdLdmIKoBBMRERUWTxr2jXmspg2ZZG/L8n50MpFdiijYjixaCYiIgoopJWXA6476q6JgDsNkHU0RgUExERRVRKTJwJEVGzfIKo4zEoJiIiiuju15cVfd+oAW+Pav+v6lkr64seCxHlMCgmIiKK6L2124u+b1A7NxHJK8945KITfLff2ZoqeixElMOgmIiIqAOFzRSLXVQsAcXFvWtCLTmQpzWVjnwfot0dg2IiIqIOFGaSnnOToPl2fWqjBcXPz1uHg696GUs374x0P6LdHYNiIiKiDqQMueKCumGlssFwIiBTbNqfn4kLNwEAFm5gUEzkxKCYiIioA01fVldw3dOXnFRwnY6Fa10B86ePGFHS47PTG5EZg2IiIqIOdNlj8wquSybyQ1Vn7re2Kpm9/KtPHYy/fuPY/G0V8MS7azBq3ARs3dUa61iJuhMGxURERBVWlSjM3+praqtyX9UJkYJFPRpbU/jV0+8BAFbVNZZriES7PQbFREREFeasGxbkT8brUZ10bFfYjeKq5z4o9/CIugUGxURERBVWlcj/OlZQ2eC3KpkLgk2T7tY3NOfuF2HOXVC/ZKLuhkExERFRRPsN6V1w3ahxE/CzR+cWtb+E4dtYh79J8Q+KM47YNkyYG9T3mKi7YlBMREQU0ZmHDDNe/5/564vaX0Gm2BHdOifhGUqPkWbGlygWDIqJiIgqzJgptgNg5yS8hCEqdpZBMD4mKl70tSGJiIi6ubhjT2emeOGGHQCAkf17AHBniv3LJ8Jg8QSRGTPFREREEcWdkU0a63yt6ySgpjgdNSomIiMGxURERBFFXVo5SDIpGO2avLdlZ0vBdqaaYqcoHSVYakGUj0ExERFRRKUElNXJwsg2KYLBfWryrpu/dnvBdqZMcd64Qjw+m08QmTEoJiIi6kCmwDaZEPSuDZ7mY5poR0TxYFBMREQUUSkLX5jumUwIeteECIoDyyeKGxMRMSgmIiKKrKTY03DnhAC9apKFNxRsF1Q+EX5kVz/P5aGJnBgUExERRVRKRtYUuIqEK5+Isx54Z0sqvp0R7QYYFBMREUVUSvcJr4A6TKY4GVg/Efz4rEomMmNQTERE1IG84tZRg3t73JITR/cJIjJjUExERBRRSeUTHnf+ypi9Au8bR/MJYU82IiMGxURERBGVkpH1um+YYJUBLVH5MCgmIiKKqFKtz8zLQeewJRtR8RgUExERRRbfRLtbvnxU6PsmYvjWZq6ZyIxBMRERUURxZmS/Mmbv0Nvq8omnLznJGEyH6YrBZDKRWXBTRCIiIspTbFBcykp4QK77xHH7DkQ6U7gvlk8QFY+ZYiIiooiK7VNcatBa7Wg/YSovzoR4AJZPEJkxKCYiIoqo6ExxiY87qE9N9rIpuG1oai/xEYi6LwbFREREEWza0YInZ68t6r6llk8M6u0Iig1R8c8fn4cZy+v8d8JUMZERg2IiIqIIpi7eXPR9o4TE+w7uVXDdwF41jp/M0e28NQ3xDYKoG+FEOyIiogj69qgu+r5REsU/OnX/guuqk7lcllfLYq/H2NbYhmlLt4aqOybqjhgUExERRdC3R/FfnVEm6AUt6byzJRXpsS95ZDZmLK/HmH0HRrofUXfB8gkiIqIIelYnPW8LCmSjJGmDVnRubDUHxV6B9/qGFgBAU1s6/CCIuhFmiomIiGJSFceSczZxRMU/PeMA9HAF46Y+xUBw4J3KZEoeG9HuiEExERFRBH4xZ4wxcXahDgD45TkHF9xebG1wKs2aYiITlk8QERFF4BeLJgNqHtz3ffqSkzy3Deqc5hUUr93W5Hu/lEeGmai7Y1BMREQUgV+v4URAUbG73vewkf189uU/jrRHFcSjM9cE3I9BMZEJg2IiIqII/ELKZFBQ7LqzX2I5EZB1zvgEt37ZYgbFRGYMiomIiCLQZQsDehX2K64KzBTnCwp8/aR9MtZvL/Ne1Y7lE0RmDIqJiIiisGPKr47Zu+CmoCDXXXrhF0MH7euzR430vK1vrfc8enafIDJjUExERBSBDmtNQWucmeKgoNivX3JVsvDrXe9uQM/iV+Qj2p0xKCYiIopAJ3tN8W/gRLsINcVBlRXOPsY9qvO/zk2TAfVVYw8eBgCoqWIIQOTEdwQREVEEuoOEaVJd0EQ7d6pYfDPF/rty3tynNj/7G6ZqOKh9HFF3w6CYiIgoAp1xNQW0QWGm1xLMJn4Bs3V77nJQ2UbeGOxfIMpYiLoDBsVEREQR6FDSlGkNCjOjLEIXFOY6g+bADDVyQbQeQpEL4hHttrjMMxERUQhr6puwrqE5m2k1xaFKAW2pDNIZhZ413hPhwojSrq0qmb+t3wIjDIaJzJgpJiIiCuGUm6fga/fOyHWfMETFq+ubcMINk3DoNS8b9xElHg2zrY6b3Zlir9Xuih0LUXfATDEREVEUdjTZz6O12bamdu+72mnaYX1r0R4QuaZD9BMWezjummJTL+KCDDGjYqI8oTLFInK/iEwXkasCthsuInPjGRoREVHnoyeojR7Su4j7Wn5yxgGYe805vtuGWXlO1xUnE/lf535LOevxc6IdUb7AoFhEzgeQVEqdCGC0iBzos/mtAHrGNTgiIqLORidh+/aIfrI127kixLZ+ga2m9+POFJvum51oZ9/E1Z6J8oXJFI8F8IR9eSKAk00bicgZABoBbPS4/YciMktEZm3ZsqWIoRIREVWejiUFgt997rCI9832cwvcNpUOkym2/i+sKS68786WlD0GIjIJExT3BrDOvlwPYLh7AxGpAXA1gHFeO1FK3auUGqOUGjN06NBixkpERFRxui5YBPjOJ/cLE99m6UC3OkQLtXCZYms/hTXF+fdd39CM+sa2vOv8OlQQdUdhguJdyJVE9PG4zzgAdymlGuIaGBERUWdUSiipg+KqpPnr994Lj8O+g3sBANJhglY7FnZ3wsi47lu3KxcQ65sYEhPlCxMUz0auZOJoACsN25wF4MciMhXAMSJyXyyjIyIi6mSUqwIiSsJVd4WoTpozxeccPgInHzDE3rb4mmJ36UX+PDx7oh2jYqI8YWYJPAdgmojsAeDTAL4mItcrpbKdKJRSp+rLIjJVKXVR/EMlIiLqDOzyiVDT5fLTAHVDAAAgAElEQVTpQNdvBTod4KZDNBsOW1N83h1vZi87g+E19U3Ye1CvwMch6g4CM8VKqR2wJtvNAHC6Umq+MyA2bD82ttERERF1Mu5McVi/eGIenpy1BgBQlfD++tWlEOEyxeaaYr/SC+dNp9w8JfAxiLqLUP1klFLbkOtAQURE1G1lu09EDIqfmbMue9mrfAIADt+jPwBgvxB9kKN0n9Dc9cZEZOEyz0RERBHkeg1bgegXjtnDuN2a+ibPffiVT3zp2D3x0mWn4MxDC5o9FdB7EVeEfssriz1XzGNITGTGoJiIiCgC3WtYx7W/+9zheO7HnyzYzq80odqj+wRgBbiHjuwXaiw6GDbF2P+Zt954H2aKicwYFBMREUWQcdUUD+xdg2P2HoBTDhwSeh/uGuBi6b0kDLUcniUUjImJjBgUExERRZBb9CI/EL3uC0eE3keVT01xFDtbrVXq6lwLcwCO1fNc5qzeFstjE+1uGBQTERFFcOvExQAKJ9rVVIX/SvXrPlGMmSvqQ2+7ss671pmoO2NQTEREFMGa+mYAhSUQfpPn3OLKFPth6TBRNAyKiYiIiuAOgv2CYuWKUOPOFPepDdVhlYh8MCgmIiIqgruDhN/kOfekt7gzxaa9hU0Uj71lCtY1NBf92KvqGpEJsdAIUWfHoJiIiKgIUTLF7hXmqmPOFBex4nTWyromPD5zdVH3/XDDDpx2y1Tc9+by4gdA1EkwKCYiIiqCO7D1C4ozrnU04soUf/m4vQCYY+IPN+wIvZ/2IjO9y7c0AgDmrm4o6v5EnQmDYiIioiIkk+EzxSlXVBxXn+Lvn7yf523/mr4q9H78loX2o1fN81uMhKir4F8xERFREdyBrd/kubaUKyiOKYjUbeHcyzxHlUoXFxTr3ytKOzqizop/xUREREVwB8V+yd+2tDsojmtFO2s/JcbEBZnssFrTDIpp98G/YiIioiK4yyX8srUFmeK4lnnWmeIS95MqtnxCZ4pZPkG7Af4VExERFSFKyUJhUBxT+YRjLL/+1CEY2b9HUftJF1s+YWeKa5kppt0A/4qJiIjKrLVsmWK7fALAJWP3x/QrzyxqP+1Flk90lpriH/97Dm6ftKSiY6Cuj0ExERGRj0xG4U8TF5e0D3dNcSLm8olSFdt9QgfFle4+MeG9Dbht0kcVHQN1fQyKiYiIfMxZvQ1/mby0pH04yycOG9mv1CFl5conSttPsTXFbZxoR7sR/hUTERH58Os/HJYzKF4YYVGNILm65lJbspVYPlHBTHG7Y+yfvn0aTrl5csXGQl0bg2IiIiIftVXJkvfhnmgXl6BM8dvLtobaT7F9inWtdBwHDsXa0dyevfzhhh1YU99csbFQ18agmIiIyEexpQnO7Km7pjguQS3Znp2zLu/no/fqb9wuavnE9qZ2LFi/PRvsK1VcUB2HBkdQTFQKBsVEREQ+TJPQ9h3cy/c+px88FMP712Z/bk2lYx8XACQCInZ3Bldnvd13izrR7oJ7p+O8O95Exg6G9d1fen8Dlm7eFWlfpWpoYlBM8WBQTERE5MMdMA7oVY2xBw31vU9VMoEdzSms3NoIoHzlE5pXbOzupawnxCVd17dHzGQv2rjT2r/9sw6OL3lkDs4a/3qkfZVKH3BwAREqFf+CiIiIYAW/dbtaC653lxakMypw4Y6qhGB7czvG3joVQBlrirPlE+bxuEt99SIbpWaKO5UuPHTqXBgUExERAfjjy4tw3PWT0NDUlnd9xlUvm8moyGULr364OZ5BumQX7/AYjnuctdXmr/1Zq7YBADZsb8aOlvDlCLnyicpFpl05nqfOhUExERERgJc/2AigsEbV3ZkhrVRBBtbNvZjFGx9tKX2ABnqCm9dwPGuKPe5x4o2TcdTvJoZ+fP3UxBmYLt28Cy++vyH09jogV0wZU4kYFBMREcE72+rOgra0ZwJbkLmXcT7nsOEljS2IVzmH++q4W6dl7Gg4zkTxWeNfx6WPzAm9vX7oCiaraTfBoJiIiMjBHVuZ6m0Da4qT+bf36VFV6rCMggJBd/nEHv17eG5bzAIe+rmpbPkEo2GKR3nepURERF2MDh/dPXdNQVdQwrUgI1uhuE0Po2d1EheeuC+q7LIO0++0oyUVef9pXbpQwcBUZcsniErDTDERERFy2V93cGWK94Im2lUl8r9ey5XN1Lv1nGhnR8UZpSCSC9ZN49nmmGD49rKtGDVuAuob2wq2cypH+YR730GYKKa4MCgmIiKC92Q1Y6Y4IFXsDJqVUmXrkKAnlwV1n1DKuqy3Mw3n9/9dmL38wFsrAQDvLK/zfXz34h3aozNX+w88hPZMuHKOcj23SzfvKqqkxEQphVteWYQ19U2x7I/Kg0ExERGRgzsGNgVdweUT+fvTuzh8j3544LsfL2l8TtlMcUCfYt0xI+kIkt2cHTIG97FW49sakCnOdZ/I3+GVz7wfNPQ8a+qbcMD/vYglm3Zmr2tPh4t2M2Uo4Vi7rQlnjX8dN720KJb9ra5vwl+nLMP3Hng3lv05jRo3Ade/sDB4QwrEoJi6pSmLNmN1HY/YicghG1eGqSkOnynOKIWMUth/aG9M+NkpGHvwsFJHWsBrOLvsOuGMUkiKBI5bG9KnBgCMi5k4pe1sbqnh6Ivvb0Aqo/DErDXZ68JmaU2xcHNbOvIqfU66Ld9by/wz5X6en7cO6xqaAeRa4W3c0VL0/vzc9+aKgutW1zVhwfrtZXm83RWDYuqWvvvAuzj9T1MrPQwi6kS8wkVTBjIoUyx5QTEAFdyxohjV9gp1w/uZu0o8OH0V0hkFZT9+UNmHNri3Dor9M8U6m1tqljZb1uHYTdiyCNNjH3rNy/j2P2YWPR698l+bvYR0WEopvLpwE9rTGVz22Dx85W9vW9fbhw07W1J4ft66oscVxam3TMF5d7zZIY+1u2BQTN1Wl17WlIjKJlT5REBwWZMszBTH3CIYALDngJ647YKj8bdvHuu5jc6YJkTyxvDJAwbnbXf6wUOzl5dtaQQA1DcVBsWvfbgpezmulmy6/MO5l7CBtn593Fu/XUKWVy++0hYx2/zkrLX4wb9m4d/vWDXV67dbmWHn981lj80relxUXmzJRkREBO/uE8WUT9RU5XJOSsEOissQFQP44sf28r09FxT7L97RozqZvfzQjFUAzCUM339wVvayvr3Uct6SMsVlaMam9+hezTDIwg07AFiT9PL2xxxMl8BMMVE3smVnKyYv2hS8IVE3lOtTnH99MRPt8oJiqIoGRbrEIZEQ3xKOtlRhAByUKE1lM8XFj89L5ExxjGMoNvP9wNsrAeQOKgBgV2uqjC35GG3HiUExUTfylbvfxvcemBW6/ydRd+IVL5prioPKJ3Jfr9/4+ztoT2fKlikO4iyfSPoFxYYIOCjo0mUBxWZrlVJ5bcqc+wm7x3IEhnF+Rl7y8OzYy/WeeHcNnpmzFnPXNMS63+6O5RNE3chKu+MGQ2Iib+4AzxRzBU2aq3ZkiuetacDoIb3Rsybpc4/y0Rlgq3wid73792ptLwyKgzKc7Y7yiffXRu908O+Zq/GbZz/A54/eo2BMYbOrYTaz+gQvxmeOHIkj9uwfuL2OYeM4jJm7ugFzV8cbvP7q6fdi3R9ZmCkm6obKdSqPqCvTk73ca0aY3i/JgGhphKsbRHN7usMyxcP61ub9rEscrMU7vMfQasgUByU4dQZ0W2MbPndn9E4HH6yzanBNrcPCJlfDfJ61pxXumroM59vdIMLuM66OIb98cn4s+6HyYlBMVIRUOoO127pun2PGxESFdPzjDrKK6T5x0PC+eT+3pjJl6T5h8uD3js/7WWdzxbF4h4mppjg4U2zdvqs1FXWYAIDedva8qa2w9VnYEoYwm2WD3JDjijNxkAq5Mh9VHoNioiLc9NIinPzHKdhcpkbs5VaO2dpEuwsdD7WlMrhz8hI0txUGfEEZxD0H9Mz7uaU97V20HDN3z+Jc+YQg4fOtb+rJGxQc6kxxKQtl6LEBxdUHhwlg9TZhsvX1jW24c/LSyOPw0mIoS/HzzvI6jBo3AavqGmMbQ6X86KFZ+Mm/51R6GKExKCYqwrQlWwGYe3h2BcwUUxyUUnhned1uNwNeB1D/fmcVbp34Ee5+fXnBNkFZ30QivyewVT4R5yi9uR9GB6zJRP6Kdhedsh8A4Bsn7APAyma7BU0Q01lQ033DyNbuGp6b0NnaEJulsyUkwdsee92reOmDjeEeuwyenrMWADC9hD7LncUrCzbhhfc2VHoYoTEoJirBbhYLEEXy3/c24IJ7Z+Cp2WsrPZRY6OyvDsaa7Qzfzpb2gm39yhC0G88/MntZqXBZyji4Hyfbkk2Q1+nhjEOGY+VN5+HHpx8AwKt8wv+xdL2yqfwhDHcGV+XdFvDY6QzSGYWWEKvOZYNiR1S8YP12rNjqn40t10vmdyCZtNP56YhfMJ354LTUMwkdhUExdTtxfHCYGs13JZxoR3FYvNGaJLVxe9csI3LT8Y87e2nuUxwcLTl7FTv3X3auB0pla4oFy7cUBoHV9qxBU0u2oLpevbhFsUGxphcVcX42BX1Ofey6V3HyHyeH+vtLZ/KD73lrGnDeHW/i9FunFjni0vj9arpDSNQ2bp15ldZKZt6jYFBM3Q7jQT4HFI/GVisQ6lXbdbp7Lt+yC9e/sND34FgphfZ0BuMnfgTAHGyEySDWVuW3YOu4THH+z3qVtYQIaqsL28LpnsrFTLTT5RMf2o8RRTqjMHXx5rwxOx8u6HNqZ0sKG7a3hAoG0yqXLQeAr94zPdQYy/WS+T2vVXam2LSanlIKN7+8yHg/r8xyZ+hLv25bc6WHEAqDYup2mCXNnaIc/+pHRfUWJQJy76XqoP5knchFD87CfW+uwKq6wu4xzszws3PXZTOnpmAjVKY46fqK7aiaYtfYrp/wIQCgZ00C37Trh52qfYNi/8eKOonM6W9Tl2Z7p5uez/Ar2oWYaGcPUz9OD0cWv8kwkVLb2VJcVw2no/ceUHCd34gTUpg11+oa23DX1GXG+3k1uUh1gqB443YGxUSdUpwfD12pi4OzpkspBaUU7nhtSVG9RYmA6G2uOgMd4Jreuc6WbM6AzBScJUPM2Kqtzv+KPXH04PADLYN9B/c2Llyhg2JT8OT+3ePsuLPScWCin0/no4Vt8+YV8znjbJ3R1jXFfXtUZ2+7fdISz30ftVdhQBuVu2804B/I+5VPNPo8J16t38KWVcxdvQ3HXfcqtjflaug3bG/Gw44lq4u1eWdryfvoCAyKqduJI1McV0P3jtTcnqv5U8hNviEqVq72tuu9H/zMW9OQnewEmIMur1/5qYtPxLOXngSgsHxCT2grN68May+PFfX8Mv3uLHljibXDXnIt2XLXXffCwlD3dQZ9F4zZO3vZORkylym2/u/bI1fy49c5wxTQRlGTTBgnmfnXFHtPtNMlSybemeJw2fzbX1uCusY2zF5dn73uu/98F1c99wE274x+MOT8vbvKRLuuUwhGFJM4qye6UiWGcnwmPTJjNf7oUZdGFJb++++oWtk46JGaAsctdjbrppcWYcy+A7PXmw6kvX7nMaMGZS+7J9q5fy4Xr7H1NNQTA/4HNWFW94uDaQhbd4VrefmyYxJXv565sMbZaSJXU2xd18+RKd5rYH5PaadSf98j9+rvURvsfZ9spthwP7/suXdNsf8Ys/e3Dy6cB4Tb7LajUdcfeXXhJvzgX7OyP3eGEo4wmCmmbqcrBbJxcn5gPjlrTQVHQrsLHVh2oZg4GwC6PwZW1TVi047cKV5nD3LTZ0aYA4FaRxD8jJ097gi9a6vwhy8eUXC9V1Dsxx0UNvlkKqNqdmSdq7IBbO7xwvZ13ugo6XAGu1XOoNjVfcKZKXZmmtc15Ne+lvp9UZ0UY1ePZVt2ed7HL1Nsag+oeZVJhM0U6+C9KoaG2lPsCZRaZ+6M4cSgmLqdOOqAW+xShJkr6rPtjjq7vC+3LhTEUOeV6zFb4YFEkG275vqSXuuaHV8wSQ7A7V87JnvZcHMBZ2b42H0G+mwZv88etUfBdT08yif8rG9oxvItu7LPV5xzEJxZT53VdX5MFXMGoqfjd0wagmJ9nXM756n9U/44OW9/pWaKq5MJ43fE36cVLgij6bIPUyDpN/HPK/AMG5DqINz5vBX761e7PhRM2fLOiEExdTtxHLDqhu/XvrAQv3n2g9J32AE6Q1se2r1ka4q70lGWPVT36dzV9fndKEyBxDmHjcjtJmKmuKOZhldMpnhHSwpn/Ol1fOy6V0saz5r6JowaNwHvrW3IXtfS7p91LvUMhCko1lc5A27n/Ar3y/78vPW+3SmCVCcTxvkbzT612fqA6y+Tlxb8Hb69bKvn/bzKJ8KWLujHMmWKo74W1a6jRmaKiUr09Oy1eHZu/CtlOWsJl/ucwgrrqTldYzWvDBPFFDP9VupKbQ71377zS3remgZc+cz7edt59SYe0Ms6PV/M4h2VVJWQgkAliu3N3qftw9D9iB9/N1e65Zz4p/+EnH9Kpx00LPLjOF+3vIl2rppi58sXNAnssGtewUNFdmCoSgha7RX3zjp0ePZ6v8l9zppe99iemOX9feOV+AgbkKYyhZniYvz8sbm4/60VJe2jUjrPO7aLmLp4M+5+3dwjkOJz37Tl+OWT83H54/Nj37fz8+Gnj86NYX9dIyDYuitXL+n3gUwUlj7AjLocbWfgDDZeX7yl8HZDHWZCJJtFCxM3uLtPdCT3S9KziNKJUu1qTWXbeyUMK9Ydv19hizoFlT3w2HuQ9wQ4r0DvwOF9speNmWL7OufL59X31+nq54o7I1hdlch2jOhdm3sNTFnyh2aswsQFG/NKc56avTZvIqHTt0/cN+9n53PizG6HLp+w/+ZLDYqfm7e+y87dCRUUi8j9IjJdRK7yuL2/iLwkIhNF5FkRqYl3mJ3Hd/75Lm56ibP2y62cBx7OTHEcdU5d5c1/4f3vZC+76yeJiqEDnK5UmiOGek3Tga1pblJCcgFD1Il2Ha1/z2rc/b/HZTOixZROlOqEP0zC0ddOBGCuk007nmR9rfNPSW975TPv49O3T8vbtym7O/HyU3HGIblsrLMMIOUqn+ioNoLVCclO3nO+Bi2GxMTVz32AHz40G3e/nqs3vuq5D3Dxw7ON+z7TkXkGcgen89c04LBrXsleH7Z8Qn8fmhdSCbWLLi/wHSsi5wNIKqVOBDBaRA40bPZNAOOVUucA2AjgU/EOk7qbUlZJCuKs7yomw9VVaqPctjWVdvqTyE2/FbrSe0J/3TsDBVN7NncXAkBniq2vzUSIbJppsl5H+tQRIzC0j9VnNyhT/MWP7Rn74zt7GuvnyxnL5tXamg5M7Osenbm6YBlpU0eHg4b3zft5/fZcV4qC8gnHdqOH9gZQmL195KITCh4jqkUbd2YvOw+SWn3qqesbvVvR7Tu4V/ayuzxHvw9nr9pmvD6IabvcwUpp7/GuckY1TJ/isQCesC9PBHAygLzlX5RSdzl+HAogvxcHUURhVzKKqjWVxq+eypVkFPOl9Ysn5sU5JKIuS3/NdZUepECultR5lihMgKvvqxe6CHOXsPstJ50tDcoUPzt3XVnHoTPFzuDIGIQp84GLm2lJaj/ulmxO+m/hy3e/HWmfbgvWby+4bmVdY/ayM5BfU1+4zHhUXpPZ3C3YogbFpvg1zB6UUt4dMLpIUBwmIugNQL9b6gEM99pQRE4EMFApNcNw2w9FZJaIzNqypbB+i6gjXPrwHExx1A/uZ2cIonh+3vo4h0TUZWXLJ7rIFx6Q65ThDBwOG9kv+H5inXKPUj7RGSTtIL5HBcon8saRKCyfaDeUTyiobGmDX1lO1BXSMtma4vzHA5BtmfbBuh0oxefvfKvgOufByL6Dc983jW3pgoxuGM6DAfdKhPq5fWbOOuP1QdI+7+cwJVIPz1iFA37zkvG2rlJiFSYo3gVAV7v38bqPiAwC8BcA3zPdrpS6Vyk1Rik1ZujQocWMlSjP1l2t+MKdb2LUuAmh7/PaovyTGP17VntsSUSBsuUTlR1GFDqWbXCUE3l9XT958YnZyzoI1tm5LhITo9qOAoMyxc7T8kft1T/WMSilcuUTdsC1qzWFexy1s6Y26n4TgttT0YKslCtT7Az82kMGbFt3taK5LY3NO1ryWqpt2tGC9nTGGHz2qsmdkO/fsxo/cSz1vXJrI1bXNWHttvBZ49a8oDg/HMsohW2NbXklG0D0xTtMz0aY497nfBJGSzaX3umpI4QJimfDKpkAgKMBrHRvYE+sexLAlUqp4vqWEIXUmkpj5dZGjLl+EuavLTxdFYVpGU0iCqcrZoq1nz+eK4PyymJ9fNQgRws26zqd8Ux2kajYtFjFA9/9OH79qUPytjv3cKsH88f2GRD7pKqW9kyufMJ+ro/47St522QXVVK5oMyvxKAtHW5lPXeHlGwW2vE7btnZih8/MifvfqMcBwnamOsn4ct3v43jb3gN3/7HTABWHfIJN7yGXz/1nvHxnR0nEgJcfvZB2Z8H9q7GqbdMwcl/nBI68+2sRXYHxamMwpzVhdnnbU3hlsvOlU9413f78XtPNLWlsXTzTs/bO4swQfFzAC4UkfEAvgpggYhc79rm+wCOBfAbEZkqIhfEPM5OaX1DM5Z2kaOf3cX25nYcfNXLGHvr1JL3teeAnsa2S0QUjspmirtOUGzqOqCH369H4TQbPe9Al11kW7J1gnrhMJKGmuKxBw/DJWP3z9tOZwnPO3Ik3l9nTjYUewq8sS2VbTMW9LeikAvAVtQ1eX7HtoXMFOuV4/TYdcWB+3eZ8P6GgvvuN6SwvG7BeqvEYubKemscdjA7ceEm4+M7M8UJu/xGH5A4S3DCtsl01iW758S8u6Ie339wVsF9rp/wYah962y686mJ0os86DhxXUOL/wadQGBQrJTaAWuy3QwApyul5iulrnJt8zel1ECl1Fj73+PlGW7nctJNk3HW+NcrPYzd3tXPfZCtvbp90hLjNql0xneFoHRG4Y7X8u9blZQu9WVO1Nno7FtXfx/p3+PObxxbcJu7XKKqwh0loqoKWVOsgx6/HrXOSWOXnWlqRGXW2Joyli04Oa/Wf0/rtjXjDxMWGreva2w1Xu92w4uLsGTTTvziCWuCtXMcBw3vg6vOO9Q8HgB7DPDuk6zpZ0sphZH9exTc7nw6deB7yoFDAOTXB3/gcSDilM6ovI4d1VWCMw8Zhi8ftxeAwlUZtbMP9ZwK5tq/Ho93Fwo/Qf2N010gCRXq3a2U2qaUekIpZe4g3Q2VY6U1Mntoxip86W9vY/HGnZ5vqp/8ey4OveZlz31MX1aH8a9+lHddVUK6zHrs5fSxfQZUegidxuKNO/GunQGiYJlsZqnrvI9M39v69+hlaFum22jpYEp/8XeVzw69OlrPGv+v+/OPtVqynXGI9ypyzoMfHYg5eQWYja1p40Q7p9yKdip7uS2VhtfTfOH9Mz3H6fbrp9/LrsjnXEQkIYLTDopnjpNC7gBE++xRI/MCRd1VSR9oOVuv/fyx4K5G7o4bVYkE7v/Ox7Ovhdff5AhDsG6SypZPFN5mKqlwCwqKu8J7pmsd8nYi5VhprbtYVddYVGaprrHV85Tlywus47V73zAv+mE6rVOVSISegLA76+pZvjid++c38JW7p1d6GF2GnqDUlf6GnKesR42bgFHjJmBnixUwmbKpBZnigOCus9HjdZ7GNzlqrwFYedN52Hdwb+zpkSHNy1IaMuYXnTIaD37v+ILrW1Npx0Q78+MvtPsQKzhbi6lQwZg1fu/Jgc566twiIlYpTe/aMJ1pvWWywTzQ1Jo7Wzn/mnNw2wXHoI9j/0322UxdyrLCkXnXS0H7cQfFunxCB6Ne5YC//+9CLFi/PbCNXbam2HBbmD/3oI4sXeE9w6A4hHRG4Z7Xl+HhItc+p5zVdU047ZapGP/q4sj3FUjeCkUmt71qLq8wfRhUJZkp7lGd6PbPARVPt7IK24P02blr8VyZ++EGMX2EvLl0K4D84El/1lRX5U+s0+UTXWU+gg6YorRku/6LRxivb3ZM8vLKCpo+oxWQN9Hu8XdXez52RuXOPDS1pUNPEnv+x5/0vK1fj1yXoWxLNqWQTOT/Hu4WZ0FmLK/LBrPN7WnUOTK//XtVozqZwE8dZSb6TOeI/j2QEGDe6obsbWEWV/rJo/mTAfXfpg5G/T7Lz7vjzcAe+zpoNdWO//b5BWgIeC0CM8VdICgu7RCpm7j5lUV5rWOoeJt2WoX27yz3PkXtlRkQCZ7c0teeKDN71Tas3daELxxjnRI0LQZSlZAu8SYtp1GDe2Phhh1QSnXYsqe0e1i8cSc27bDez2G7uOgzbP9ThtXTwjL9neuDZmfg+NQlJwHIZeP0Z082Uxzyd66pSkReaCJOOtCJsszz6QebSyhe/yjX490dQP7LzhCbAiNllyoA1gGIPggxaW1P5006C9s72O/zS3cQAfJrivXEN60mmUB7yK4WAPC1e2fgc0fv4bvNsfsMxK8+dTBufnlx9vumpiqBkf17Ru5TPG2J9bwdv98g9KpJokeV9Zrqv8mgM5+vLPCvgDVlivUByvTldbjppUW46UtHed5/d8gUMyj2sHVXKxau34FTDxqKSR6zSrX1Dc1IZxT2HlTYwoXy6XjX773jtcSzILgNkj5V9aW/WSsT+QbFSXP5xBPvrkGfHlX4zJEjfR9rd6D7Wa6pb8Y+hhZEUfz6qfewx4CeuOys8BNwKB6TFm7C3oN64eARfYM3jsm5f34je3lnS3lWoCwH03G1LgtIiqAmmUBbOoN97M/zOXY2T98vF4CE+4Kfc/XZFQ0GdKuvntWlnxh2TlZ2Tzg81a7NNQXFGeVouRbAq4uDU5S+vkB+wKwDt7SyF2Nx3OZcljpsmfxCwyp2bqYDqb0G9jQuJR7G/35iX3zeEYxny3tCz5cAACAASURBVCcCDtSCEh+mmmJnpj5o7kDQHNSukIRi+YSHC++fiW/9YyZS6Uzgm+OkmybjlJundMzAujidBX53pfcR8rItVgse9/tXXEf1Jl71YbtcX9q1VQnPiXa/evo9XOrqWalt3tn5W8p46eHzpZiI4ZPg8VlrcNukj4I3pFhc/dwH+O4/rclGF/1rVl6Q2tGcX5yXPz4PR/9+YsXGEmSO45S1pjN2CclNlnJ/1OiAQmcdgz6LtD61VRVdJKjFLnnoaZhEWAqvUjZTtjCTUb7foz84Zb9Ij33yH6N93zr7HethK6WQlNyKf8UKCkSB3GRHZ1BYW8IKg+5WbPo5D+p17P5N6xvb8OjMwlIW59la532CMsFBnVl2m+4T3cHyLbvwoqNP4TK7N2Iqo7B5Z7jWLxQszHHinZOXWtsaNv6LfZsXZ6N0p0feya8Hn/br062a4ohHrsf/4bVI23cmx+070LPTRNgveLeW9nS2rpTKa9qSLXnP9UMzVmHK4i2Yunhzwbb3vrEsVIunIBmPiU7umsOtu1qxyp409OzcddmZ/p2NV59dXSubSOQOvMUVQuhOAVd/9jBcce7BONOnS0Nn8tEm67ss7mWenUHxsL612cvemWJvw/uF645QrFV1zqA4N1Ey4coUm/h14wByk+f8HDrSOoNz5J65yYClxOK1rgSHfs5b2v3H0prK4Nzb3sByO/H000fn4Mpn3s8mojTnazXC8doEVdhV7wY1xQyKbWeOfz0vO6gzZ23pjPHUOxUnzCmpw/foBwB5s3YB/zfk3oOs2dKHjuxnvH2l40PxinMPxrC+PezuE/G/SbfsbMX4Vz/Ck7PWxL7vUqTSyjhjHAh/qtDtkKtfjtQaqbN6a+lWrK6Ldkq2I81aWY8L75+JWycWZuK/8893C6674cVF+Oxf3iz5cUf/34v40UOzC653L3QwZ3UDTrtlqnE1LcAKmjduj3aWJZXOoKkt3s/eoPd7UiSwPrNvj2r8+PQDusziHZo7uxjWlZ/OX/kumRCce/jwvKzgP77z8dzthg9qq82a93NvOi2/R8g2YmE4yxTEp6ZYO2LPfrjtgqMBAN85aZTvvrfuKkyaHTisT97PJ+0/BK9fMTbb9g4oPhEB5NoEuvfl16tfW7xpJ+6aanVpWrfNel5aXSWLzpfDuViIqfxCKYXn561DWyoTmCmu3xVu0mQlMSi2ud+TVXZU3F7BCRK7k5c/2IBR4yZg447ch5NX1ma4/WHo7oPpF7gN7FUDoDC7o5kyGVb5ROmvb2/Xacmf/HsO7nhtCa546j1s2F5czVg5pDLKc3Z1lJrHrbtasaMllwmcvrwOC9eHmwzTWX3zvndwxp+mVnoYnnSd/fw1haf+3eLO3JtqPL2+fDc4VqxyBkFjrp+ET9yYO8sSlNECgEsfmYPDrnnFeNsX73oLR/7WfJufoL/zhAiO2ds6m1IVR01RJ1JsEL/v4PxV3aqTUnCdM4FhOlsXlCl2f27XViWwvyuwNPE689XXlVBxvu76acgoK/llCk5f+OkpOG7fQdZ9I2YMLj/roOwkTad9B/c21jYXw32Ao3+HMFlrJ50s+swd0/KSf872cM5Jj6YRT160GZc9Ng+3TfoosHvHn17t/OV1u9e7PkZhC9cpnMfetbKmH27IrX3u1dJIvwndNXB6prvJVrvExZ1xeO3DTfjeA+9iX3sS2SdGD8oe+ZtasvllM5wfrN86cd/s5QF2QK5tcWQOOlO7s1RG5X3RO09/Rll8Ycz1k3DU7ybi2v/mVpr6zB3T4hlkBejXvDOf2uvX0/qSD9OeKuxyscX6yb/n4P43Vxhvc7bsWuKxPC9QmJky8ZtwNXd1A3YWcQYvqI1aIgH85RvH4qmLT0R/u3a4pqprf00eYAeXQe0svegzd1omUxjQORetGD20MJhV8I+K3fFh3x5VoTLbV5xzsPH6WVefhcXXf8p4m16gJROyfKJXxLKTg0f0CVVDblp+Wzt8j37Gfs/u+2r6tQ17Vtv0G//+Pwuyl695PnfZ2TllyqLNBQeW+jHX1DeFOpAM23e6Urr2u72M9B+dqV5Pc5/eJ2/6feR8M3odcOg3ofvDwmsJSwDYatf7KaXyMtCXPjIHkxdtxrptzTjlwCF47IcnZmvrelQn0eJqmN7mk2V74b312cvO01fuzwHnh0Zn6nKWSmfyvhirkoJLx+5v3VZEQPiPt8yBUVfTHCJrWWk6CGkI0cu03EHxC+9twOJNO423OTPA//T5+yh2BbzG1lRJX6pBB6kJEfSprcKYUYOy19321WOKfrzOQC89XOzp+sF9avD7zx+e/TmVyRRMQnSXZbnrraN0nwCAoX17eB6MOF//Yf16oE9tFUYPyc9c11YlUVuVxIwrzywoNdBjzSiFZEICM+jH7zcI4796NH5y+gGhxp4MeYZBv5fdqyj++wcn4IWfnuy70p47+BzerwdEgA0RS5ScNjnmTjnLTZzfieu3t+Ch6Svz7ldrt4VrS2XwmKH/9Kmu36MzJx8ABsWe9Ptk3DPve27jt4IO5ct+kDk+f7xKU/QMVfeHmVd2CsgF0g9OX4UL//FO9vp+9hH7+u0tBZmS3rVVaLSPcueu3oZ0RuWtSOT25Kzc0t7OSSvuU3/5p+o6T1ScSqu8jE5VIpGtwfYqZSnG2eNfxz2vm1cW7IzcnUk6szCZYh2YllKzGIUzeHEGxY/OXJO3jK1TUFA8c0VhH/M19U04/Lev4NGZxdfqm+qEf3z6/tnLpudsP1fA1dXoINBrPkEY33bU1WaUd6ZSc9eeZpR/9wn39kP71nr2VXYexNYkE5j/23Pw6i9OM247on8PDOlTa7wto3KPO++as33Hdv6xe2Uz7kHcSz17mb68DgDyFvwArAnRQa3T3I9RY3dTMjnf0BN8w/YWfOKG/Enj7u+AHS3tOO66VwtetwbXJFr9Pb2zJWVMdP3re8fjvm+Nyf4c1CGj0rplULxpRwue8JgEpYM3rzdwvx657PCg3jXmjTq55rY0lnhkesolFxPn3rhebw59tbto3/QF65zNq721tC57eYvj6Ne9v941STS2pvHe2gZ88a638edJH+VlwPSHxOq6Jpx/11sY3Cf3ejuDYvfppEwRmeIL738H1zz/QbiNQ3jpfauG2/mcpTIZVCUSuOq8QwEAw/vVZr/cotbN+VmyeRdufGlRdunczq6Y0/AdTb88rakM/uFzcHj/mytw0k2TAZj78ZaD8+/dnaW+daJ55cqgv7ev3lO41Paz9kp4CzcU31XDlCk+aq9cXarpILajDi7K5cbzj8RFJ++HT4weXNT99Wf2/zvnoOx1heUT+Z+t7qdRBQTF7qd4SJ8afP2EfQq2u+Ce6TjCUUtelbQmyvm9RvqM7pmHDMMe/Xtk89XWRDvrsrsEziTs2Q1njFDM9l7zYpwT+kwBsFcgfbjhO/LNpVux0VWO6P4eu/WVxQUBOwAcPDy/F7oO0HWQb3LWYcOzlyu5kE0Y3TIo/tb9M/Grp97DdsOpyKCJGCMcM2K9jkA7u8sem4uzb3sj1EzVsLY3teO2Vz/yfP70B4rzfetVqpDd1nX9kXv2L6gz2yfCginuSQC9a6vQ3J7OnnL6YN12rNiaW4tel1bcOWUJ5qxuwLuO7JWz76U7++Q8PRQ2ATttyVb8a/qq4A0Nlm/ZVTCz/84pVus6PbtYj6sqKfjeJ/fDj04djX9+5/jsl1t9Yxve9lllqhhfvOvtWPdXLnrhCfdpzHJ5Zs5azAsxYc7Jeer52hcW4unZa43bXfdCrs477HyIt5duLWlxCeffu7tbxL/fWW0sd4jyeHoVNZ2FHlFC+y5TUJzMm/xUeJ+uHhQP79cDV332sJJ/D32aHCgMit2fre6HuvjhOXhnhXfQ5B7ZhoYWfHzUIJywn1XGcuw+A5BMCN5ZUZ/3mRomMaUn/tVWJyAi2eC8LZUx1i2/evmpxv2EzRs4l5QO44enjs772etlOnv869nL/XsVPoa+3+F79MOkX5yGk/a3DoKSUlgXbpJWKi9A9/o+ch/Q3vKK+cDXi1+JYmfQLYNi3ZPP9OLoN5zX3/95R+ZWkennKqaP8xR0Ob270gruGmNsd3TtCwtx+2tLMOlD8+QY01G215e2/uJy36c9nUGfHlX42sf3zl4X5YPeXeulMwj6y3bumgbscJwa0gcNOiu83hF41lYlcLxdd7itqT3vS955eabPF0FczvjT69mZ/dOWbEFDU1u2Xs05WTGVtibaJRKCKz9zKPYZ3Cv7/H3nH+/iG/e9E+uB0lKfiVZxUkrhoRmrim6dqMsnoiyDW4pfPDEf//PXtyLdx/3R8ssn5xds466rDOO1DzfhG/e9gwfeXpm9bl1DM0aNm5DXtz2sRkP5kel9HmUC6rf/YbX804FYsZmmdEbhN89Z5XC3fy1XJ+z8DDF9nhQ7QW13oePfj++Xq7N2x5LuGld30NyWyuDv08xnON789ekYOaBn3nU66/i7zx+OH506Gp8YPbjgQOqxH34iVO9lnUE9yM5w6gPMtnQG1Ya65QOHm1eFDJspNk009PNVx/cZ4F1yt83+TP/RqaMxrG/hgaG+3+A+tThgWB+cfOAQAEB1VQLXfuHwgu3dMplwVd/u1+G9tdHO3HT25gXdMijWmQ1TW6BMtnzC/MIdMjL3hnGvEHb8DZPiGmJZOQvj46Jrc70yQFsN/Qnd5RMzV9SjpT2dPRJ1v3lS9mxh59rrYeu3gMIa5V41VlD8lJ11a2hqz2s1pmvX3PcDrAD7oYuOx0/POABtqUzeAYbzSPquKR1XW9vYmsKF98/ERQ/OQoNde1rnOOXWmsqgpspcC6gPEIM++Dvjgd9bS+tw9XMf4Nr/Lgje2GBXq/Wa+33BPv7u6lgWwyhWmMllxayQpcuF3l1Rn30/LrB/z2fmFGaj75u23Hd/jYYDk9ZU4edsMZlp/b5qLTLTNGf1NkxbYp0N0cFvMiF5Z69Mp6C7eqY4Lkfv1R972sGr+3lyZ4rDTkIf2b8H9hrYC+ccNhwPfPfjBVnSQ0f2w5WfOdRYDz3AkC010Qt3HL3XANRUJbBk0y60tKfRns6g1rHfqz97GD4+aqDnftxnhr22jfr34g5wnU/t5F+ehtMPzp+oduy+5sfVQfEQO3t+0cmjceP5R+LLx+2VbS/nZ9aqbaGWa0+lFbbuasX6IpeoHlnmhVpK1S2DYs00S1t/WHt9ZA9x1JW6T72YAr/OSE+MiXOWuj7G9Po40FnDjzbmanadQfnabU346j3TceUz79utcgqD9lQ6Y8hQhP8Ach/E6NNq+osSAP7qCGL1QdOijYX11wmxDi4G2x9AqbTV9WJNfVN+1jggmBk1bgKudEzmLOVARd/3ww070GhnfC+4dwYAK6ja3txWcHYjau/SKKe+wn5plUofkNQ3FlfDrN8Hzi92dxD666ffj2UxjGKFCSFNByx3v74Mt/n0BtVnFF5esDGvDZMXZ0bZxHT2aYfhi7aYGej69yv2PeJsA1eVSODFn52C6ePOCAxi3KuHdVcigi8cY50pdfdfdwfJ7syvl2F2gCQiGHvwsGx99x++eETedqZJbgND1AEDuX73H9tnAHpWJ/H+uu34v2ffR1sqkxdsf//k/fDkxYX9hbWxBw/F3x0Txkb2D/c7ehnjEdw6n8vRQ/ugj6scw+vgXd9Nz32pqUrg68fvk1f2Eod0RmHM9ZOycxe8/OCU/fDIRScUXN/ZF73pdu925+lhU6ZYf+A6Mx5DXBOs7v7f45BMiG/LFK2hqS32VZlKpTOfcWaKsxPpAv7eX1uUa3HnDLB0YDJvTUO2n+6I/vlH5u1pVdBTUpdEDDQEYEfsmV9HNWtl/mpbvWv8sxlNbWl8sG57XtCs6Te2nmCSSmdw19SlOOXmKXlH2+6MWCqdyatHBpC39vyP/z0HxdJLYJsC8ca2NNrTCoNcXyTu5/O7D7yLQ69+2fMxogTFpdR+diR9RsL5ZeR83ZwB8nP2ZK+OFubMrel1v+mlRbj9tSV5f2NODY5uFrr0ye+hgs4U1BkSA6a5G16rxXlZVdfoOMOXu2+U9mzOM1PVScFhe/TDsH49AjvEDOvbA2cdOixvNbLu6kt2gNk3oG7WbzW6sx2Trn77ucPybtNJjgOH5Zcw7G8oSQjTCxgALj/7QMz8zZkY0Ksme9A2fVkdmtrSkXpQi0h27AN6VRvPIEbx8EUnYO7V3l0vtOtcpQ9ej6sP+gb1Lu9cp2dDfgZ+68RR+OQBQ8o6lnLodkHxHZOXZC+bTus9PWctnp27Nu/U/c/OPDC7bGNVIoFPHTECy274TKgZq8dc+yrOHv9G9ucF67dj1LgJmLWysOVQR9GBXKxBsf2/1wxY/WHnDJScBx46OGtuS1uzghPAV47bG5eMzbVLWtfQXHCUqbN7pgkXR+6Zv9qRO+MbVI/W3Jb27Pt4+sFWH059tqA9ozBjeeFr6g6Kb3hxEU65eQo27zTv91WfBQuC6L7BLYaFEbbZs4jd2RV3S82ZK+p9+/ZG+ZsZ2tf/w/nSR2Zj//97MfT+ykW3AHT+ZTkDTOeBwM8fn9dRw8oTJvjzK0m40qO15HZDDX3uoQrfy6aHcC6tvt6wguMOQxeSqIvafPO+d7K/nzPJEPYgraU9nfd37cwOh+kQc9+3P47xXbxfcbGcz8/+Q/vg1ctPxWVnHggAGPfpQ7IlFU4jfIJi/V3wszMOwLH7eJcrOLnb4vWsToaqJwasM3q6REGfGUlnFHa2pCJN1NY+vPZTmHHlmdnSvX49qrDg9+dG3k+P6iQGhpgo6I4zvH5v/V5wdklyuvysg/DdT44K/FwO4tdlwqmTr9HhqdsExS3taUxbsgV/m5o7PW5aVWlNfRMufzx/EsuAXjXZD2Tnh6nfabVUOoOrn7NabDkbYb9pZx3/M3+98X4doSap60jjm1SlPDpGAFYgpbM8zjYwzi/kbBYolUY6Y2WEEwnBOY6sAlBYr6UnR5mC8b0G5n9Y//Ubx+b9HHQWp7k9XbDNISP6YsWNn8GJ9sxe/cFolXYU7tAdqExeZAW9ja3pkmb8R/HBuu3ZL4OCkoaIQ4gSFJsy7E4vvr8R6YzCV+5+u6B7RjGKbQmdyxTnrnN+oFe6j3Emo/LeK16cLZvCcp5azZ05K3w+smNxfdNNvPxU/Orc3Kpizm4nmukgK+rf/s6WVPaxn5+X++wMOzH0kKtfxqWP5M7COE+bd/UlyjvagcP7ZgOzi0/bH2+NO6Ngm1CTVg1/YMrjJvfqpsWWZukAvrdd86xXioyiZ40VkOvP+yvOPTi7v2JN+P/tnXd8VGX2/z9nZjJpJARCIJTQey+hCSJNitjFgg2xu+rXjv5EFBUVV9e1rGtfXbuuq+zaC4JgBVR6UTqLdAgE0mee3x+3zHPv3HvnziRhJpnzfr14kczcmbmZ55bznOdzPuf/hrvetn2ec0FtE5ug+IaxnXDPKT2wZMbYqPYtVlrnGiccPg+hc7PoihDjQdIExfuPVuCilxYbHiurCkAIgTd/Ci0tWgVXjTP8eubIEBRbLGNoF+ll24vw2o8hSxPNQkl7vdnu5OZ3l9lmc2oa7YZQo5piXT4R/v1ZZeQBGBplaMuppRVqUKx+T2Y9lJZR1i662sWyKhDEqX1aGLZtkWPMVoSZ8EcIosoqA2EX53W7ig1/o5Z1f3fpdsu+7/LN/82ftum95lO8VO1MfSAocNfc8GPGrHV/+LN1etMHc2Yi2rg82mPGaunczJItB6vVHa+6GQmtnbCdfMLORWPb/hLbY7smeeSL9bjsn0sjbuemSMaMfHybdb5Wp4f5eGndOAMlUmAaFOE6/3KLoNhJU2yVFU/1eSxfUxKjW4q8j3L3OiYcO99cJ5x02lqwVNAoPMPslFyRcbNKa8Ur0wYCCK0wus02W6E5bmiT6ouHtsGTU/rF9F49WjTE2vsmYNH0URG3jWT5lhuDfMIq21/TrJ89EZ/dYG13l0gkTVBsFcB+v2E/9haX484PQoGFlU4pJyMFk3o1BwCDJtPK47CoVAk+rCyUNu87itkfr7Xcv/d/2WGr+6tpUmpTPmHxnN39Tw4otOXU8qqgISg2Zwg0+YR2M9cuapUBEVZIZ744mLMLkS72pZWBiNukqPvz9PyNlhXScmZNbhgjhLWmPRq2HyjB6z+GHzNmbWn7JpmhoNj0HdiZ8NhlJt0eM5cOawcAeM/CwcCK5xc6uxq4IdbyjYWqD66dfMKqpXFpRQAjHpmPW/+1IsZPdc9/l1mvKg1pX/1gzirQdKoPkA/xljnpSEvxhhVdtTQFO04FzW73aU9xOX7ZejDscU1KUVRSgXOe+8GyIt4qyJZda8zNCJjqY6UB1jirfyu8ecVgvQBOxi5TrLxnKKnRMIYML6AU9nXIy8SWfUpyojpBsd74SD1e7zutZ1hiJhrS/V4UxCDnMGMnn5B59Ow++PsFoZVTs8Z/VJc8DJWavfi9Hsw4qZvrfXj07D5hj7lpqZ0IJHVQ/OK3m/Gz6UL7xLzfw7Zrmp2KW8d1wfJ7xhlMs4lIdx/QOFxqn62Z+MRCw+/RFInUJNoNoWYL7eyXXO3+TvlmKRfBBEQoKDYHulqmWMv65qk2OTuKSrHNVMBm1s+aJzyRlttLK4JhkZb5PeROTlY3gp5SNyE5exIICr05iBntIhsICtzx7xVYb+F+AcC2SMQccPh9HltNsV1w0ufeL7DvSDna3vExFv2+V3/cfMxMHdrGMsugacF/2XoQG/a4654YDAr86FKvZqRmzqPfpYywXFC2rzhclqB9DwvW7wl7rqbZYRHorb53PN6+cij+YnHziYaAhbbX6duUjx9tKfSUPi0MUqUWpqp8q8mfU6GdXadLKxcYLVP8wa87sHjzAcvJlVVQLvvqWq3wMCFikSXJK1KTejc3vh+A4zo0sVxV/Os5fXFuYQH6tMoJe+61y0JOBtWRW23ce1TX31bHm7yNmvGurkY3Gmae3D3iNm4yxZMHtMJJaqJvVJc8XDeqo/7c4+f2xcvTBuF1yTnihrGdcIWpyYgV2nXAasJTV0iioNj64LcqAjHTNCsNHg9ZZpF/nnmiYQarVXNbBYLmAqh46Yq1DHdNWsg5zfDtkkLyzdLQBU71IwaANJ91pvjVSwfhpamFukUQgLCiDXNm2NyxLNK1XtEUG7cyZ1DljJOc1W6TmwEiYxZKniQHhLDUtAPQg/vN+47g7SXbcc0bP1tu51aXGQiGjN/Nx7DTvOyKV5Ul++e+CQUaZh16XlYqrhvd0fDYsxf213VtH6/cibGPGSeDdlzzxs847/kfMXPuKrS942NskboLOnH16+4cO95Zss1SbtK9eXi3J0MDFlNR7L4j5aEVgDjMa3u2zNY1jFrAZ5482vHZql2Y9nJIRuYsYwj9fOkrS7DrUJmhJkArpmqWnYb5t47UHzdniq10vze8vcx2slxZ5f5L1fTeVjUfTp8vn7fsQ+xMdb+dJ841FijaFWMDQNsmmXh4cu+wttEA0EKafGsytFiQV8uqkym+cHAb/OMS4z2otrhtfBec1b8VLhveLuK25tVVJxbPGINnLhyAi4a21b8XvROedF5oGfAsU0vqK15dikz187o1z8aH1w3H+3+yt7WrCyRNUGzOBnTNV4KVI6qu9aaxncNe45ZbxoUKTbSgyU1V9A1vL7PNitQm2g3hzg9W1li2Wl9ytaxYt/4MuQBH/h4USzZr+YR2rcxtkIox3ZoZLp43n9jZsOQjZ/XvOaV72MXY6eIMAKUVVRGL8WQJjazpTPF60MDvM7iYyF9D0CFTPOrRBQBCAY+VTAeIXAW8aPooZKf5EBQCRSUVyE7zhd1snJp1/LpNaUVcXF6Fo+VVeGvxNj2Q7986lMkx27rlZPgjfrdAeDDy+WpF26tp8RdvOYBDJZWOKxrzo8jU3v7vlZZykw4WHqiyfMLsKvLAx2tRqWY647HWI0/UNAnS4Ha5GNklD2f2c7YNu/r1nzF//V59QhqwyNhq56LcqerrdXtwxatL9YJNANi0NzRpkY8Bsx2XVaZ2b3G5bWercnXidf/pPfHpDcc7/j03vbtM/Tvsg2Kr80zOFLs5Vpnoefr8/rj/tB7weT2G6/KxKjC248+TQ6sr1ckUezyE0V2bHZPj59pRHfGXc6q3KmRF06w0fWJw+4SuAIxZfi2RpEkD/3X1UMPrv1yzW/fE//SG49Eo0+/aUSRRSZqgmIgMPcZnTFL0MVpbX62RQyyc1Ks5Ft6mCOS1oNguC2jm7SXbDb+7DVL3FJfF7Jkqa1/X7nS3tB0Jba+tgny7wOvz1bv1ZX3ZoikYFHpG2Cx7MQdgMj6vx2AxliVVBE8bFj7Dli+Iz0j6qj+f1RteD7nSFMsFO89+s9HwuM9LqAwE9aX43ZINm1OmWEMLGux8Kae/56xnTfcrFdKBoMDBkkpL+x8396c9h8tw34dr8P/eX4mvVZ9pLajw+zy2NnmRyLTJaGjjUlJehT73fYErX7MvMvtmfUjaEeu9ycp7948i5+XZaC3FrIh1QizbBGoBZ5f8LLwybVDEojHtnNivnXemv720IqC/p5wVBoCVpo5+v0laa/kYaGryp7ayCASsu98B0nHv9aBb82zDSpyZ3YfLDX+Hleew1edbdcKcMqi17eckM7EGfZN6N8dFQ9sCAJ6YEsoWR3JPcELrIlcdD3S5EUi6P2lCoIicN6g1tsyZZIgPZp2ieCRrK4xd87PxJ8kmtT6SVEfEnZJQXFt+1OQT1bVU0Q4aLSi2ywKaMds9OXnEyoz5yze48Z1l+GjFH1HPvOXM47y1sfviymjB/JWvhS/1W8XEfp8HG/YcQb/7v8SBoxX4bkPIvkvWFEeb3dVukleNaA8iwt0nd8eH11nb3fRsmY2HzuyF5XePQ1tVo9w+LxPnDCxAqs+DsspgWKB1FOxVQAAAIABJREFU9QnGC4LVMh+gTDxSvB68/tNWtL/zExwqrURWaihzHQiKiIV2FXqntdhO01SfB14PoSoocLCkwrIDlLnBiRUHjlboQdQeVV+r2RGmpXgtugqGj9GfP1uHDXuKUSUFgnatYDXZi5aBWCAFvmbkwFKewKzdedjVBHPP4TKs3RluyfWhKm2yWnpvkOrTg+LqrLTEGhTvlTTO2sRKmzhFOlS0idG+4nIUlVQY3gsAbnpnmWuHETtNe7fm2bj31FDDgb9+Zd1Rb9jDxo5Ye4rLsH5Xcei4V1uSv3nFEMf9KKmo0ic2Vh0urc4z83Zb5kzCQ2f2cvwcJnaaZqVh5snd8e3to2K+ngHA7NOVMaqOZEF2vajpbm/1jXMGFmDLnEmGFdtYulHWJZIqKJbRslFaYZydJs/tJFnT2mjuEm4zxS8u2mTwF3Xjibpu12F9qf66N3/Fi4uiq9yXsyQ/bwuv6JZ5YeEmPUCIFatMsbwkPvmZ7/GcVCBTJblPmIkUSEwb1hYAcKMqh7l0eDv0atXQclsiwpRBrdEwI0W/wQekm2sgKAzj/+yFA3DrOKPMxi4relzHXKR4PfqEYNWOQxjbran+fCAo8I7qRjH79J4Ybur8c6i0Uq+s9/s8WPG/Imx2qbHV0Lw0g3pQHK6Jb94wHVvmTMIghwxjeVUQq/9QsoRH1Oze9PFdcd7AAkwe0MrQvGF8j2bo1TL8+/77go0Y+9hC/EVqOWw3EdWC5afnb4j4N8rHg/bzl2t2Y+ITizB3mfNKytuLt2HQg/OwyfS9tsxJx9b9ymPTXjHaOHo9hIMlFTUin7CTD0SDJp/QguJIk0atyc3t/16Bvvd9iXW7itGtebburvPdhn2WFmpW2AXFzbJTMfW4tmGPT5/QBY9JS8BmO7XRj36D8Y8v1MfR7/Wq7+ecFZz+3opQpli6bry4aBNmzl2F+z5cE/Yau8ksE05NiQMuG94OrRpVz12hS34WPrp+OG6TvLGjRR77aPS3ic5fz+2DtyJMIGsCq66V9YmkvTJoF/R/q5ZRdsUd5kpqO8xLyHKm+JHJvfWfv7tjtMFce//RChTO/kr//bCLoHj7AWM1+rcbnJskmEmx0cFa8cAna3H9W79GfE8nbWqkiaU5KAkGw9s5a0TKYl0wuE3YzNYNWvZcywD6vB4lKJZuCRN65ofdTK2yHvNuOQHTx3c1uAYUlVQadKq7D5fj/V+UoK1vQU5Ytr/PvV/oQUOK14NT//adrjV2i89D8BKhrCqAVTsOO7ZFjTT505bstUlbi5w0zDmrNzL8Pt2FICcjBc9dVOjYOvVXaRKWYRMUa8eSGw9aWcaw72gFnlmwEevUzO9vu639hTU+XbXL8vEu+Vm6fMKsJ27eMA2lFYEakU/UhLZSOx+0jJfVaoCGEEKvlJedHHIz/bhTlZMVl1fhia/CHXis0JxfzGjdw8z0atkQZ/a3r0rXJlxaQsGtDOejFTv1Y0a+bsz+eC1e+3Grpfa+Kg61HEzN0LNlwxqb1FSn0C7ROKNfK72pVG2iJfFevmSgrQSuLpN0QbGW0TXrNAe1C2XKZJu1WPVP2oX9sXP6YELPfP3xFg3TsPQu+37nR2x0djLmW8Wi3/e5ep2GvHT489aD+E+EjJobHByWopZoBBwyxVbNEj75v+OxQKp+jwUtey4X7FQFhWOwD1h7QnbIaxC2/6WVAUNmUHN2ABQzdqvP0TSXTkGmhlUXI1K7AmodwOatsy9Ks9JiWqE5MWT4QwEtEWHR9FH4/EajMXtHiwI2v7RcaXdB1b4nJ1eAzfuOou0dH2PJ1lDQunx7ER7+bJ3+d9q9/Cu1WYeVLvHFiwuRnuLVjzNzdj0304956/bgA1XPX1IRcN1VzcxzkgY9VrRK8UJVa+l0vdp9uBxNLAJZr4cM/uvFLq8l5iN2yqACAPbHq91Ed8OeYuyW9MtvLdlm+z6juuRZvof2ertYaVz3Znj3qqGYd8sJuHBIaxRUM2OZTNTHOkRt1S7NxbWVMTLz5G6Y1Ks5hnbIrVeTCo2kOyLm3XwC5l47LExLlJEa0kb+89JB+Oh6RYd6dmGB6/e+blRHeEjJyGiZ4pN6NTdkEyMtbxZHsIgLBgWe/Do8k/OCyZ9zw55ifPObvRZT5oa3l7nazgm7JhCA0dLLDb/tLrYN0qxkKd1bZOua4FjRArAqg3wiiI9WKAHlCxcXWr6uaVYanrtoQMT3L6sM2GqIW+SkWQbFf1PlA1+uCZ9UmB0Z2jexNsuXA8s2ufaBQDS2VEThcqOCxhlhy9xW71gVCOo6frsxLtWdEcK/ky/X7EZlIIgfNirZP/OqCRCSUdi9/+WvLoUQwrLwsH+bRvD7PLp7jLzNnyf3xnLVkUEuqvz7gsgyDytkyVAwKPDsNxtdtXOWGdOtGdbcNx791Irv1g7m/0Memmd5DB4uq4zJlsysCX/ozN7YMmeS7fbaNVFe+q4KBDH2sYU49W/f6o99obqQyLUP16u2f81tOm9p2WC75gCpKV4MatcYHfIaYPbpvepEEwGm9nj6gv5YNH0Uy2hioGPTLDx9QX+kpXhxx8Su8d6dGifpjoim2WnoW5CjFwpppPq8ekDUtkkmerZsiGV3nxhVh5qMVC+CQrGJ0nQ3qT4P0lK8eHnaQCy/e5y+rd1NyK5SW+P6t341WCVpmDNEYx9biKn/WGx5k60NmbxTQtVczAM4+6pu2V9i+H6mTwjdRN1Y3cWC5qagWVR5PYSqgMBbixXdr9Ny6/ge+bbPaWhBcZYpkFh611hdqmFmq4MX503vGCcykwuVZWktW6chZ+cemWxv6RNNNqhZVpqrivRHzu4TZs/1/cb96D3rCyxYv0cP0FqZfG3tXAm+37gPV7y6FI9+vt7RLUbbNafst90qgNdDSPESth8oxeo/DumrRm1zM3COzQS5ujKIjXuPYPRfFmDOp+vQ594v9JbwbpGz9ileD168uNBgZSbb531g4Vjz67YiywI1J8Z2a4r7T+vpuI155UBrly1/1owPVgEIFcgC1iskIzorGeIeLUL6dVk/qbWMl51EWhkKqpLuVldj1EfLulRfzXSPS3bOLizAu1cNxbtXDY28cR0haa8UDfzG4EQO0jLUJYFo+6trGrtLX1mKl77dDL/Po19QRnVpavDN3fDAREPhlUakQrKPV+60fNxO4/jDxnC9cSRJQCw4vWOlhbbCadnlnEKjSfmfRnbUb4ZuChFjITvNh+w0n94xyOchwzLyUZdL5A+cYR0olFYEUFYZNMgtmjdM05ezo42r5q0LZY+/uW0kziksUCvoexu2y5CCR7Pxukw0y2Cy1MiJvgU5eMOm8OOSl5dg6daDGNSuMT6/cYTBIcROS6yN/ca9zlphLRh2CoorA0FL/2Ofh/RgbNKT3+KA6rrxoIMzgblJzITHF1oWd1kRCArc9q/lhmYEt/xrOf61dLvDq5wZ272Z7sMOwLLoDTBe86LJnD45pR9enDow4upMl3xj++TRXZuF7Y9WbJqXlapnnrUJsbzCNrBtYyyZMRbnDQzZpsn6Sc0dpTIg8NgX6/H56l2GrLgbCRLDMNEzqF1j1/eEukDSXinMNwF5qS7WpbV8U1bMKftCRIaWjVpQEGvrZTsrN6ubgVVMbGUtFZXdlMOmVm+TIQVh5q/p/tN74nRTEwJNvlBbdjA+rwcrZo3XC4G8HsKaP0JWXe1cyjOGdWhi+XhpZQCllQFD8ClrjG8b3wW5mX68dtkgx/e/8tWl2Lr/qKEA1GnydkLnkAbTrgkIAMyc1B19C8Jbq1q1cB7S3n0xR5vGGThvoL0EyUOKC4XZISTbIoDXvrtIqynaRNRpZXTjnqN45fstYY97PWSQVm3cexR9C3JwnM24AsAzCzbqUqWyygDW7SrGP77bjP9zUaDa4c5P8IvaJEVGbkri9P3ZQUSYqNYy2EkqrPTFVsirDzeO7RTV6pmMpjG3moB5iXR9tOy6IpOXlQqvh7By1jgsu9u6LqMqGMSTX2/AVa/9bOjY6XTsMwzDaPCVAopWkIgw0qaIwy3NTUGxU6MJwNhyt1Gm8nOsQbGdTYrP4wlrTmAVVx6UOlUdKq3Er9sOOjph7D5cZsjERJN9bpqVilcuHaRrXM0ZPasbWCRbpprG5/Ho7hHvXT0UA9q469Jjlz0rqwyirDKA1BSvnk3Wbv4AMKxjE/w888SIlkVfrNmNm99dbnCyMEsyZFrmhN4vzaFSuHVuBuZeOwyf3WjsIGaWGQHAkPbuswIeD2HOWb3tn7c5R7JNThnb9pfoS+BWxZbPXhjSdWvv6LTs+8Mma8cWr4fCJgKRXBAOllRi6j8U67Zb/rVcf/y/y/9ASUUVZv13ddRaYS1DDRivE6f1bYG/S41mnHj6/P7Y8MBEdG6WZfm80ylrlL2E/v6VFtKtWDB/p7sOl2G3KrPSrk92frZZaSm2E8Gn51sXL1odxwzDMGb4SgHoWsEXLi7E6nvHx/w+5sDNG+FmKmektUDwrSXb8OZP28Ju/IfLKnHzuyEd6U1jO2PutcP03zfts15S/u/yP9D+zk+w65DcnSr8btj//i/1ny//5xKc8ffvDf7JD3y8Bg9/tk7/ffCD83DxP0IernIG938HnfvSX358O3RuloU5Z4YHS1lpPstgRltSddIi1yRbD4Rs4twExNOGtUX35sZGGHJBUWllAOWVQaT5PMhKU4IcK5lAYxeSnZ+3HjTojZ1WNmRPaqfgWcNs6XXNCeHdi9xmzd1gFxRnmuRNP2zapxfFlFUGwwI6zX0BCHVec+uoAQCTejXH6X1bwOehMEcR+X0eP7evYzHbxyt2hv3+yvdb9PNLW32JlLmUreDkCefYbs1wkuopHAmPh+DzepCZ6sOWOZNwfCdjtlu2DAQUDbC2IpOXlSpJgUKf77YpkcbXt5zgetvl240Z84watHuK1JmSYRgG4KDYQIp6A4kVLdjRiJQplp/PSkuB10P4dVsR7vxgJWb916hJnDl3le5rCwAXDGmNNtLNWW7sIGsuNR9m+XlZ4itLODSWb1eCCq3CHwBeWLQZzywwZmEWbw7duOViox83HcDX63bbyi+0bLjfpwW6ys3v1nGdsXKW/aRkwa0j9XbatY3c/dBNock9p/TAJzcYs6zXnNAB71w5BK0bZyiFdlUBpPu9Bss/M06631jQgq8GqdaTDTPNstOwaPoovdNdB5Ot2kfXD4+p8GZc92bW+2ej9Vy/29h+PC8rVT+eyioDYW4nKVJ/b+1YdFJBrZPamzdp4MeDZ/TC4+f1AxGFjYGs8z+9X0ssnD4KGx6YiJWzxiESclOYrfuP6llQNxpX7XO111wwuDXG9bD+Ht1wsCR8NWl016b6NaBLfpZu7deyUboeSAoB/PsapZAm2glR+zxrV5RIMqiCxulhK29WvHnFYHx18wmOrhcAqt2AKBmxs79jmPpMzd6B6xivXTbIscK/ukTSJssOC+l+L7LSfChSZQwLTXZqmtcsAJxbWIAmDVIRCAoUtmmE9buL9eXZFxZuwgOfrNW31eLSDXuP4D/LdmBCz3xDQOG3yGZrDg93zV3l5s8EEMrOAcCt6hLyo2f3weQB4Wb9elCsdqwSQqB14wxcN7qT42dU13YtGjTdrFvdpRUeD2Fw+1ykp3hRVFKBzXuPontzZ/u4aPXsVlnLxTPG6BMuLVNspQ22o6Bxhn7cyMEmAHRqZh3kROJv5/fHdxv3YdrLSwyPy8HRt7ePwvCH51u+vqIqqAe7JRWBMF9sn8Vx7JQpfl9yYTD7hmebJrdWGX2f14MGLsZKlkHsPFSmj4MbX/Fl24swsG1jBIVAVqoPD5xRvTbEWpvx4zrkIivNh7QUL544r59hm74FOZh1Snec0a8VPl2lZL2FAAa0aYy3rhiCfq3DdeeRmHvtsLAC2Uhqq/Hd811NvmSt90m98vHJSuuGLCfaTMoYe565cIDh+GWYZCCpM8XHd8rDhUPa1Nr7W1mRyZgL8eQbxY6iUoNnsbz0qS3vej2E9645DuN75GPr/hLc859VhoBYZubcVXh7yXZc8vISPRD5/o7RhqIis/bYiiKLbJMdmvxCs4T656VKEdmJ3ZUCIC1bdrQigGbZsQeftYEWDF83Klw+EC1pfi/mr9+L4vIqTOrdHM0j6KNnndIdr102CB/86Tj87fx+jtu+dWW4u0PTrDTkqvuvZfta5ESnydZ0qGZnhWgkCTJ+nwf9LAr55Mlfq0YZGNYxVMR3ilTQVREQuo56R1EpqkxRcYbfi+tGdTQ85mZXzbZhQPiKj10Aaw7aVu0I19vKQUVpRQCLoug+qa3MCFEzDRSeOK8vXpk2EG9eMQTPXVQYFhADyt90ybB2aJiRgq6qHEirLI/VrL9vQQ6Gm6Qbmi7d7u8a3zOyzaEZzd0CAK4ZqZy3r102CO9eNRQzJnWzexljQ1qKFy2imEwzTH0gqTPF8cZsHG4uVjtaHtBv0PIN2FyEpGUF//nDVjRI9UXMQmkyjBY56Yagp7i8yrEVMADMW7sHZ5icIWTumtQNsz9WAvNDpZW48MWf8Mu2ImT6vTihc55hmVPWBydah6nGmX78NntijVg5tcvNwPLtRWjSwI+h7XMjZoMvGRayo+vXuhHu+c9q3XLKTKQM8J5iRUveslF0N7cHzuiJcwoLwrw8I0mCnMjJ8GPLnEkoqwyg68zPLLeRNc29Wmbry94z3l+Ju08JSX12FJUZXkdEuHV8F3yycqfeNtxDhNKKAD5c/gcm9bbW4Vo1NMlON14W3foQn/zUt2GPyUHxtFeWhD3vxNdqZ75N+45Wa8VCo2l2GppGUbDatyAHi+8cE9Vr3PLi1IHYWVSKTs2ysGTLAfzvYAluekdZYZrUqzn6t3ZX2CozuqticdkyJx23T+iK60Z1rJYcjmGY5IOvGHEmK9Wnt4EuNi0xylrGMmkJ1xy4ylrBkV3y8NEKay9jK+Sionv+swqnOQS8gFIlHnBY+2ybG5IGyBpkK5/fdCnr1CoBjdRrytv0gCqJmdAzX58I3XdaD1eZeQC2AbEbtOJPO6s4OzL8Pt0H9vMbR2DljkNomZNeI53A0lK8WHvfBHS7+zN0MmmWLxrSBh+t2InjOzXBpcPaoaBRBq554xcUl1fhtvdW6Ns9OS+8qyNg1GT/72Aput2tBN92KyhWBW9ypviS49paSoDcsvNQGfxeT8xNZ75asxsLf9uLK0e0j3kfqkNtBMSAonHvpK5GDGzbGIVtGulB8dMu3TXMNM70Y8GtI/WmHRwQMwwTLXzVqGHumNgVcz5dF3lDlZWS20V+dhp2HQ5lwOat3Y1LhrXDu0u3Y/GWUFGbWUf6hdQGOFoNmJyZm7vsD8xdZl+Q4vd5cLisUtc9m7nkuLZo3MB9wxPZIqxRhnOGui4ztH0uFv62FxcMDkl1Lh7a1vXr37h8MD5ZuRNv/LQt6s+e2DMfn984IqyRQjR0yc+q1uutSPd78evME5FuchgY3D7XsJow0aXTgoYc0H4vNa6xs0SzCvIz1X2aMqgAs07t4fh56+6fAK+H0GnGp5bPf71uD/KyUsOkVB3yMrFxr5LRbp+XiU17j1q9HJe/uhQA0LNlQ8vn6wtEhDP7tcSAttFniGWOZd0BwzD1j6TWFNcGV1tYWLnl/T8dZ/h91odr8PJ3mzFdypABzk1B/new1PY5K3IznZdlZa1vICiwfHsRnl8Y7gVKpGTpmkR4Pxm5q6C5uKk+cc3IDvht9kR0M1m2uWVYxyZ44IxeWDJjrOFxN37BRFTjAW1N0SjT70qjKrf2jcS3kmZ33a5ihy3tISKsuW88Zp8eubAtLcWLFK8Hj54daqH9+wMTDV7CkywC+3tOCQXbV4/ogJemFuLBM3rh1UsH4c6Tuoa1x46qkU4d5bFz+xomjgzDMMcaDoprgfZ5sWUrWuSk6z6hGvdatIv1moJiuQhv24GQm4Z5adqKSBZgJeUBvHbZIDx30QAEggI/bjqAFxZt1p9fu/MwqgKKb6wQiCpT7PEQvrtjNE7p0wITe0VfWFOXqAkpRl6WccLRLwbdZV3k1nFdHJ9vL2UHT7bRDpuJJI3O8PvCzjMnJg9ohb+e2wfzbx2JFK8Hg9XitPZ5mZZFXiM65+HM/opUqUVOOsZ0a4bzB7fGiM55uHJEB4zobLTDsuo2yDAMw9QsHBTXAmcPUJqBvHzJwKhfe2L3ZnjivL6O25ir3s2BwAWDW+NPIzvg5hM7m14X+nn26Yoxv8dDYRlqmZLKAI7vlIfxPayD1olPLNI9ZY9WVOlLz2ZSbYLCljnpeGpKP2T4WcnjhgsGtwagaDL/L4KFXX1hVNemWDlrHM5U9e5TBrXWn3vv6qF475rQ8asd11Y8fJaS+fX7PFgyYyy+v2N0je7nGf1a6T6+uQ1SMffaYfjo+uFhndk0W7P7TuuJJ6f0MzhuaNxpCqTb5LIsgGEYprbhSKQWuOL4djh3YAEaOzRpcMKuLauGOYF19oACpPq8eOzL37DtQAna5zXAZcPb6d21zurfCg+f1QuLNx/A+S/+BACGINep0luuvB/UrrGhYYfG9W/+CkBZJiYi3Di2Ex7/ylgI9frlgx3/JsYdFw1tgzd+2oanpvQL0+PWZ7LSUvDYuX3x8GSlC+JbixV9dWFbo4QkJ8OPt68cgvNf+FFvepGb6cf+oxU4q38rjO+RD4+HjolcR87u3n1ydzRvmIZRXZvqGegGqT6cKtnOyWSnpaBPQQ6Wby/CS1MLLbdhGIZhahbOFNcCPq8n5oAYALo1z8Y3t400PHbLiZ3x0tRCeAjoaJJFeDyE0/u11Fvdah3TxnRrikuOa4uZJ3eDz+vBcR2b4CRVpmBeil9426iIxW52S9OaBZZWAHjViHBddU22bE1muuZnY8MDEzFKtZ9KNlK8HqR4Pfjq5hPw0JnWmt8h7XPxxU0h/+GnL+iPLXMmwef1ICfDHxf9+qXD22Fir+a6BtkNb14+GPNvHYkx3bjxBMMwzLGAM8UJSpvcTIzskocF65XmBprucNND9u1M+7VuhPd/2aHbrKWleMOq5/82pT/ElPDXts7NUBt5VGLR9FFo1SgdT8/fgMmqFARQCr6c0BpGpPu9eGlqIRpl+jFz7iqs/uMw8mvJ2ikZMftbJyMdmzYImxwanw+ttjSoo9Zcmak+tKuj+84wDFMX4btrAvPKtEH6zyUVkdvCju/RDCf1ykfvVvZFOR4P2RYQPX1Bf0zsmY8WOekgIlw3uhPypSr4DnkNDHZZZuT3HdOtGfq3boTXLxuMZy/srwfMDHOsaW3RoINhGIZhzHAaoo4wpH14MY6Zpllp+PsFA2L+jAFtGmFAm8ivP7ewAEfKq/Dw5N7YV1yOkY8usN22UaYfE3pG5zXLMDXBbeO74NkFG+u13R/DMAxTc1A8/C8LCwvF0qVLj/nn1kWEEKgKCtc6xHiw61AZ/L7q6agZhmEYhmFqAyL6WQgRsWqZM8UJDhEhxVv91rq1SX5D1gszDMMwDFO3Sdz0I8MwDMMwDMMcIzgoZhiGYRiGYZIeDooZhmEYhmGYpIeDYoZhGIZhGCbp4aCYYRiGYRiGSXpcBcVE9BIR/UBEd1VnG4ZhGIZhGIZJRCIGxUR0JgCvEGIogPZE1CmWbRiGYRiGYRgmUXGTKR4J4F315y8ADI9lGyK6koiWEtHSvXv3Rr+nDMMwDMMwDFNLuAmKMwHsUH8+AKBZLNsIIZ4XQhQKIQrz8vJi2VeGYRiGYRiGqRXcBMVHAKSrPzeweY2bbRiGYRiGYRgmIXETvP6MkByiD4AtMW7DMAzDMAzDMAkJCSGcNyDKBrAIwDwAEwGcB+BsIcRdDtsMEUIccnjPvQC2Vnvvo6cJgH1x+FwmMjw2iQmPS2LC45KY8LgkLjw2icmxGpc2QoiI2t2IQTEAEFEjACcCWCiE2BXrNvGGiJYKIQrjvR9MODw2iQmPS2LC45KY8LgkLjw2iUmijYvPzUZCiIMIuUvEvA3DMAzDMAzDJCJcEMcwDMMwDMMkPckWFD8f7x1gbOGxSUx4XBITHpfEhMclceGxSUwSalxcaYoZhmEYhmEYpj6TbJlihmEYhmEYhgmDg2KGYRiGYRgm6am3QTERFaj/U7z3hTFCRPX2uGOY2oDPGYZxDxFF9KNl4kOix2T17kJLRCcS0ScALgcAwaLphICIRhLR+USULoQIxnt/mBBE1DXe+8AYIaJWRHQpEb1ARKl8ziQORHQyET1HROnx3hfGCBGNJ6KPoDQRYxIEIhpORKOBxI/JXPkU1wWIqBmABwE0ArAZwCb1cQ/fUOKDOiMkAH8G0B3ADgA9iOgVIcTvcd05BgCg3tifJ6IbhRC/EBEl+kWrvkNEfijXsiUAUgBcCeApIvIKIQJx3bkkhohSALwHIAjgbiFEqfo4nzNxhohaArgPQDaACgBV6uM8NnGEiHwAngDQEcAhIhoO4BHt3ElE6nymmIh8avCVD+ATIcSZAO4FMAYAOCCOD+rJoGW4qoQQJwG4FkAugAbqNgm9jJIkHA/lRnIjkPiz+CQhBcAyIcRTAJ4BMB4AOCCOL0KISgDfA3gOwFAiup+IWvE5kxD0BzBPCHE2gNugJGH4ehZ/8gBUCCHGA7gawEAobZ0TljodFBPRRQA+ADADwA4hxL/Vp/IB/KJuU6f/xrqIOi7vA7iFiDoAGENEbQB4oZwQJwJ8wYoHRNSTiB5UfyYAv0O5oZSr48aTlTigjstD6q9BAAvVn7sByCCiK4moaXz2LnkxnS9+KFnIewB0gHI9u4OI+sVxF5MWdWzmqL9+JIR4U/25O4A/1G34/n+MMV3LKgGcotZ4HVIfGxOfPXNHnT1giCgNwDlQAuK9AC4gomHq08UATiciH2eKjy3SuNwFoAhAXwDrAdwC4FYAJVBkFBx8xYcOUM6VHuqk5KB6jjxyv5HJAAAGOUlEQVQOYCoRpfFkJS50BHA+EfUUQpQKIZaqj88HcD2AEQCGAHzeHGM6QjlfegohKqBIWh4XQtwO5d7jB9AJ4HGJAx0BTCGi7kIIocpbAOA3AGcQUQrf/+OCdi3rI4TYB6U5x18BXAMl5twMJO75UqeCYiJqTUTnElELKLP0rVC0Q28A2AJgBBE1EkJsBvAjgJPitrNJhMO4vAagDMAqAE9D0UkWQzlpOFN8DJDGprn6UCaU1ZW7AEAIUaTq7lZDWRqeob4uIS9Y9QWLcclAaNVLZr86NovA502t4zAu2vnyrRDiHSLKUMdhF4CW6nM8LrWIw9jMBBR5i1pDtB7AtwB6x2lXkwqHcbkTAIQQf1Z/fgPAbiiJsoQ9X+pMUExEPaEUOfSGohkaCiAAoKkQ4giA1eqmQ9X/jwLw8/JJ7RJhXA5DmbV7ALRTNZE/AtjE41L7mMZmBhENAvAfIcSNADxEdLa6qVZw+wiAwUSUk6gXrPqAi3GZrG7XCcCjRPQigIsA/BqvfU4GIowLaecLEfUF8B4RPQXgTCgBGFOLuL2WCSGCRJQNoC2UBA1Ti0QYFxDROQAghPhNCHEQyqrxsnjtrxsSPjAhorOI6CoogdY6IcQMAF8CaAVl6WooEbUUQmyAovfSbHLmAfiYl09qhyjG5XcA5VBmj4CS0X+Px6X2sBmbDwEMg1LoAACPApimZlYq1aXGYgAnCyGK4rPn9ZsoxuVSdVx+h5IF+xDA6UKI+fHY7/pODOfLMigZ/eUARgshlsRjv5OBaMcGANRkzNsAVsZhl5OCKMblElMCbDUUCVLCQomaECLFveAl9ddSKCJtAvAQlKX50QB6Qqmc3w5gLRRv4t+EEPcc8x1OEnhcEpcIY1MBRU7UEcBTQogjRPQ0lOX5u+Oxv8lCjONyQAgxMx77myzEOC4HhRB3xWN/kwm+liUmyTAuiZwpDgLYKISYCsV/cDiULGRHNaO1FYpe9TMAOwHMBrAGiqCbqT14XBIXp7E5CmAdlCx+W3X7mQAWHPvdTDpiGRfOCtc+sYzL13HYz2SEr2WJSb0fl0QOij0AvgEAIcQfUAKrPwCcTEQdoaThTwGwXbViGwbgYV76rXV4XBKXSGOzDsAoKDN8CCEOCCH4Jl/78LgkJjwuiQuPTWJS78clYTvaCSGqoH75qsddOyHEWCI6D8D9AA5CsfY6olbPB6Gk75lahMclcYlmbOK3l8kHj0tiwuOSuPDYJCbJMC4JGxRrqCLtSgDfE1E3AF0AfA7ly98uhNgVz/1LVnhcEhcXY7M7nvuXrPC4JCY8LokLj01iUp/HJWEL7WSI6FQAcwF8AeBNIcSrcd4lBjwuiQyPTWLC45KY8LgkLjw2iUl9HZe6EhSPAjAYwGNC6SrEJAA8LokLj01iwuOSmPC4JC48NolJfR2XuhIUEzcTSDx4XBIXHpvEhMclMeFxSVx4bBKT+joudSIoZhiGYRiGYZjaJJEt2RiGYRiGYRjmmMBBMcMwDMMwDJP0cFDMMAyTIBDRUSL61vRvKxFdI20zm4jGEVEKEf2iPnaIiBYQ0Ra1KpxhGIaJkoT3KWYYhkkitgohhssPENFdAKrUn8cAmArgZABFADoR0RUA1gshRhLRLHCzHIZhmJjgTDHDMEziEHB6XAgxD8BzAG4UQowEsFoI8QKA4LHZPYZhmPoLZ4oZhmEShxZEtMD0WBsA95oee5yIiqTfO6ivawvgx1rbO4ZhmHoMB8UMwzCJw3Y1A6yjyifMfAlgPYDL1d/3ALgawHW1uncMwzD1GA6KGYZhEgdyfJLoegBTAOwD0AlAOyK6DsARAE0AZNT6HjIMw9RTOChmGIZJHOyCYg8ACCGeIqJKAD8AyALQGIAXwNdCiG+JaOyx2U2GYZj6BwfFDMMwiUMbG03xgwBARKMBTADwPJTr94sAegE4j4gyARQA+O6Y7S3DMEw9goNihmGYxGG3jaZYu1avAHCJECIIoIKI7gEwXgixnohyAJSCC+0YhmFigoQQ8d4HhmEYhmEYhokr7FPMMAzDMAzDJD0cFDMMwzAMwzBJDwfFDMMwDMMwTNLDQTHDMAzDMAyT9HBQzDAMwzAMwyQ9HBQzDMMwDMMwSc//B+7KVEi4/U2bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#再查看下每日成交量 \n",
    "#2006年市场容量小，交易量比较小，我们从2007年开始看\n",
    "sh.loc[\"2007-01-01\":][\"volume\"].head(5)\n",
    "sh.loc[\"2007-01-01\":][\"volume\"].plot(figsize=(12,6))\n",
    "plt.title('上证指数2007-2018年日成交量图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#这里的平均线是通过自定义函数，手动设置20,52,252日均线\n",
    "#移动平均线：\n",
    "ma_day = [20,52,252]\n",
    "\n",
    "for ma in ma_day:\n",
    "    column_name = \"%s日均线\" %(str(ma))\n",
    "    sh[column_name] =sh[\"close\"].rolling(ma).mean()\n",
    "#sh.tail(3)\n",
    "#画出2010年以来收盘价和均线图\n",
    "sh.loc['2010-10-8':][[\"close\",\n",
    "\"20日均线\",\"52日均线\",\"252日均线\"]].plot(figsize=(12,6))\n",
    "plt.title('2010-2018上证指数走势图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2005年之前的数据噪音太大，主要分析2005年之后的\n",
    "sh[\"日收益率\"] = sh[\"close\"].pct_change()\n",
    "sh[\"日收益率\"].loc['2005-01-01':].plot(figsize=(12,4))\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('收益率')\n",
    "plt.title('2005-2018年上证指数日收益率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###这里我们改变一下线条的类型\n",
    "#(linestyle)以及加一些标记(marker)\n",
    "sh[\"日收益率\"].loc['2014-01-01':].plot(figsize=\n",
    "(12,4),linestyle=\"--\",marker=\"o\",color=\"g\")\n",
    "plt.title('2014-2018年日收益率图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sh       0.035328\n",
       "sz       0.045189\n",
       "hs300    0.049285\n",
       "sz50     0.047496\n",
       "zxb      0.010634\n",
       "cyb      0.020986\n",
       "dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#分析下常见的几个股票指数\n",
    "stocks={'上证指数':'sh','深证指数':'sz','沪深300':'hs300',\n",
    "        '上证50':'sz50','中小板指':'zxb','创业板':'cyb'}\n",
    "stock_index=pd.DataFrame()\n",
    "for stock in stocks.values():\n",
    "    stock_index[stock]=ts.get_k_data(stock,ktype='D', \n",
    "autype='qfq', start='2005-01-01')['close']\n",
    "#stock_index.head()\n",
    "#计算这些股票指数每日涨跌幅\n",
    "tech_rets = stock_index.pct_change()[1:]\n",
    "#tech_rets.head()\n",
    "#收益率描述性统计\n",
    "tech_rets.describe()\n",
    "#结果不在此报告\n",
    "#均值其实都大于0\n",
    "tech_rets.mean()*100 #转换为%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x250fcd4b198>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#jointplot这个函数可以画出两个指数的”相关性系数“，或者说皮尔森相关系数\n",
    "sns.jointplot('sh','sz',data=tech_rets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x250fd09d0f0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RklWKCvmG6ws2vuoonoD4D1NiDbXiOXk+9m4ZRvbvip3/MwbfvjgBn865CyV5LrzySZXyuj262JDSiUGvRLuql8lDt/aNDSQsRs3g3mAg7aZ0u6UCjDI0bItkADjeyGPeJYRkEEKMACYCqGje06RQ2i6tvWKJntT+/PmxGFfDRZPT8conVcrEmT0kVfUaskA08vcNN4HyGOX9rLEDY5qhxT5vX7tKG1OansixabuCqiNZY5ST0R3bnx6NowsnoPzX94INCehsM2HpAxk4/MJ4vFowHGt3V8NICBbnqp1nF+emw0gIkhMYeFgOs9+vULITnChi7rhB+PbFCdg6+07UuFnMGjsQVec8yMnoji2z7sDqh0fAQAjefCg2kIgM7iMrR9pL6XZLSVE3AthOCOkOYDyAPELIAlEU58c55hYA+wH8BQABUCqK4tYWOl8KpU3RFpodRU5qALB0q6TTfr0wEw7GhCNnPVjycaWSgZCDCQCK4FN268zJ6I5NB84ov5eP72Q14+lxg2AgwNl6Fr0SbSqh3SufVGk+z84YIQgi1WVco0SOTblSozFVR3azESsKhsMb5PHk+xWqipEkpwV2xoQ//esIZowZgJJtVXji7gH4V9lZlZPn38tPYerIPpgxOi1G5Dl7XQUWThqKQfM346Y+iViSm4GeXWy44Aviuf+6EWt2VQPh7T8vy0E0io2qEGkvpdstEmCIolhPCLkLwD0AXhJF8XtEZSM0jrkE4BKA9JY4RwqlLRN9c2/pkjVBEDUntZJtVfjF6DT4WGkbI3pS97IcZo8dgInDeqpKVxdNTkdasgPuQEh1fH1Acvt8vTATNrMRtd4giksPxTzv9EW/6nnVtT50TWDaTfkepWmJHJuvfFKFRZPTo0qltauO5CzBk+9XqK6tmWulbFpx6SEsmpyO7y/5cVOfRASCPO6+MQWPr96rshAPBHnF4yKSL4/XqbZD5qyvwGtTM+FleZSWn4q5Lpbnu9DVwVw2UL4S6/DWtNlvMaMtURQviKL4fji4+MHHUCjXIi2xYtHqdCqIIjwBDu5ACNW1sUZZRWPSUOsNwhvkNFPHgIiHbu2LuR/EWoRPG9UXTsak2l5xhkV0DosJXpZXVY8U5wzGxn0nMe3WvrBZDJjo6o6R/ZKwomA4jAYCu8XYZsVulOZBcboEsHX2ncjJ6I7SitNY8nElFk4aqul6KT+HFwS4AyFdsbK8lTf3g/0QRKAkzwVeFDUtxPk4mqSqcx7V6zoZE3ol2pE9JDXmupi5prxR2xyNtQ5vba0GDffbGX3+58MrOv747+9rpjOhtCTN3ewocgsmpRODOdmDVIZYi3PT4WVDeG2qtB1Sdc6DLQfPYNqovnhsdRmSExg8d9+NWDhpqGJAlMCY4A7wSL3OipRODLbMukPZ6nj10yrJnCvs4ll1zoON+06icFQfJZPhZEyamQ+nxYiCN8uwsjAL3iAHlhPw9F/3t9rWEaV10No2XJybrmyvOcJlqJHXh9wl1RfkYbdYUesJ4qIvpHltyYGBLM50+zk4GJPmWHYwJrgDoRgjuZcfyMDvN3+jet36QAjuAKeb8bBb9Lf7IrMRsnW4ndHPTLR25pMGGBRKO6Ax7oNXQ4Dj4WU5rH54BNyBEB5fvVc1KW0oO4m8Eb3x6LtlqnSuM9yzgQuviOaOGwR/kEfvJDvcfg5z1ldg5bQszYAlEOJx7LwHfbs6MSDFie6d+8JiIHhv+gj4WB7+EK+s8GQNR48uNviCHEryXZLuQhTx9o5jMRPo64WZcFjah51yR6Ql0vJaN8+n1kvGViDQ7GxqMxvAcgJmR+gtSvJc+MMUF361rlwVyC75uBJAOCjwh9DJZkYgyGuP5SAPd4DD1q8aOgOfqPOhs82M2fcMVIKe5XkuOC0mmAwGJeMRHdhU1/rgYEwxQbKeDstuMeoGC62t1aC9SCiUdoCeH0VTTNqCIKV35204gEHzNyPBao6ZlLKHpGJmdDXHmnJ4Q+qeDbwATF8lpWOdVin1LMZJK/fobMfjq/cqjdQuBTh8dvgcpq/ao6SuZdMuuVT1kVVl0k1iXTkefbcMkzN7Ycfc0fj2xQnYMusOpHRiYLeY2mTZ3rVAS6XldW+ecqO9cC+cQJBDrZfF9Hf2oOqcFzOjzOGK1pbDyTRUjLw2NRMb953EpgNnlPLUY+c9OHLWE3eL5Kn16s7AY5f+G4xZMtl69r4bsSQ3HWt3VyPICzjvYeFkTHhtaqaqC/GS3Aws/edhzYqQH1I50pi+K80JDTAolHaCXsna1SL5BjRMurIKPxK9dK7TYsKycKnqjNFpqj1l+XX09rgdjClmsp+5thzDr0/Euz+/GfV+KXUd/brypP74XWmKcC7Ei4pPxtPjbsD3l/xtsmzvWqA5Sii19EF6Dck84dbpA5/djOmr9oDlRWV8641jm8WIkb/fhiNnPXh7xzFkD0lVdD9l39Whe2c7iksPxR3LkVVT8rnIJltFa8rhYXlcZzeDE0T0SrTjyDnpvfJu7o3KBeOwsjALKQkMfvffg7H64RGACFVQ9kOyEa3d5p1ukVAo1zjRram1VPiegE46t86Hpf88rJTtyRmHGaPT0D/ZgWUR5kRaFSYpnRjVucgiOABgOQHL811IcjC6Ijz550il/pPvV2DZFFebLNu7FmjqtLyePiilExOjeVie74rZMnNGBAV6Jayy3iKtmxP3batSSrABYMusOxRL/HhjWe6hYzKQmG2WL4/XoX+yA13sZtU246LJUlbjZ7f1Q5DjUecNxlS/yJnKH6LDium70sJVJDTAoFCuceSVYHICo3hVnPewWDE1EwlWyd9iX3VdbHfJfGk/ucbN4u/lp3D/sJ4oGpOmEmYWjUnDL0anaXamtJmNmDV2oNJJNSejO2bfMxAAcOSsJCL9yS294QtqT+ryTUFLqZ/ciaEdV1uJphYkR2ZEtsy6Q+U1IYjAwklD0TvJDl9Q0liUbKtSPT8yqJCD5437Tir2816Ww46qGuRkdIc7ECv4lLMeORndYTMbdcfyktwMmIwEh18Yj+pan8oT5qY+ifCHeCVjBzQ0QyvOGazoieZ+oN30zG4xwgCgJN+Foits+qf0XQFa/FqgVx6F0k7RE9JpPQ5A9zEDAf74ExcCIUG1GlySmwEfy6G49JCSKl5RkAmnVaoiWburGnkjemP1wzfDF+Tx+ZEapaok0ozr4dv7wcEY8dpU6bmeAAejAQhyAnol2vDpnLvw78PncPeNKar3XzQ5HX/5j9TBMnpSX5ybjiVbKpVy2Jc+qlS+l8g+DrTjasvTlIJkQRABEVj98AhUnfOgf7JDlR0prTiNTQfO4PAL4+FkTPBoZBi2HDyjdOPddOAMxg9JQeGoPrjokzxY6rxB3D4gGRm9umDVF8djsndydmLG6DQEOUF3LC/66BtsOnAGlQvGwUAIatysKpsRrxy2pp5F1wTtTJ3NYoCHlSpYar1BLMtzSa6hAQ4OS+OzEa3hh0FEseOIoLKyssQ9e/a09mk0K7RMtUlotdKCphqjeoryRLsZdb6Q6vEVBcMR5AXVyifysXFDUjBpeE/YLSbFLbO04rTS2VQUgSQng6pznhgzrZH9krCyMAvnPSwcFiOSnAwGzt+sVJUAwFe/zUadLxijvE+0W8CLImo9QSQ6LHj03bKY15Yn8ho3iyAnoHtnG05f9MNiMiA5gYE7wCHE8/jlX8pjXtsabsVtv4JJuI3QIcZnY4Nfvb+N1hhfnu9C2fE6PP7ePgANWS8lg2EyoM4XVMZ60Zg0TBvVFwlWE7xBDnaLEf4gj4v+EDaUqbMY39a4YbeYMaCbM3xDN4Zf04g6fxBJDgZsiNcdy/J4MxCA5QWYDQbYGSNOXfDjb3tPxgTfQMMYZzkeSU4G1bXSlqOc+Zg9dgDybu6tCq7lDEyOq0ejzeWawQm4UU+iIk8KpR0ST0gX/fgFX0gl4kxOYCACSHQwWJKbjrE3/j88sqpMEUnOuXcQcjK648vjdUhyMli7uxruQCiuQG7ehgNgeQHeYKzZkCBCU3kviIDdYsK8DQeUipPo13YwJgx8djNmrS2HKAK/WleO21/6BLf+fhtEEQjxknBw4aShqFwwHgsnDYWTMeGN7UcVkV+tl6XVJC2MliD5SqtLtMbyzDXluDUtWXKHdXXH0+MGYd6GA8rr1fmCcFhMeG/6COz/zb3IG9Ebj60uw8Bw9VGdNwgA2FB2MqbTb4/Odmw5eAYDw/9/6kIAnx+pgTfEo6uTgZfl4o5lebzV+YLgBQHzNx7Agyt3gRBg2qg+4AQeiyarzeiW57tgIEDRmnIMfFbqX/L0uEGKidy0UX1jhNBzP9iP7CGp6JVob7SupbV6l9AAg0Jph+gJ6bTSsL0S7cpjcsnn46v3YtD8zQjxIuasr4iZwGaMTmvYathWhV///ZAi9IwkUim/oewkjISgJF/dAC1aRCqfq50xKs/VcgmVXzv6vCJ/97t/fA1eALo6GRACdLabseqL41i69YiqiRqtJml9LneTi27mZzMbdMf4T2/riwUTh8bc7IvWlOOcm8XAZzfjnJuNKa0uWlMOO2PSdtGMaqK3cd9JDL8+Ee/sOIYjZz2wW4xxx7L8vA1lJ2EyGLB0igvFOYOxoewkCCFgTCb06GzF64WZUql5YRYcFhPe+vxYTMCyYOJQFOcM1g28ZZ+NxpabtpYfBg0wKJR2iF59u5Zd8Ym6hpt3dMlnZPAhI09gy/Nd4AUBN/VJRGnFaUnoma/dPTUnozsmDuuJN7YfRSAk4L3pI1D+63tRkh+/xfXOb89jy6w70LOLTfe1o89rZL8kLMtzoX+yA3PHDUKQExTvgwSrOUbkF28ibe0OtdcS8W5yetmNojFpquPlwNLBmJSbvdyV9NsXJ6A4ZzB6drFhwtBUdHUyWP3wCGyZdYfSoffL43Xwsfp9QyKb8xWO6oN1u6uVTMcNz30UdyzLz5s4rKfi7VJceggTh/WEgzFi+qo9eHJ9BS75Q3hw5S64fvcxHn5nDyZn9lJ1EJazgveVbFddu5Hv5wty6J1kB0QRgiBedhy3lh8GFXlSKO2QeEK66Mc72814+YEMPPl+RczEqle25w6EYCCA2WTA4tx0bCg7iWG9E/HOF8dQnDMYA1KcKqX8lll3YOM+Ke2stu12wW4x4n8LhuOSL6TYiF9nN8NuMWLMDSmqipMVUzORwJjgCXJ4+/Njyl60fF7+IIfXCzNRdc6NICegRxcbatwsTl3wS3bOgRCKxqSpygzjNYFq7Q61HYHG6iriVZcAiHHlnLmmHK9NzcTOo3Ux+oMeXfpJz4mqWrqpTyL+t2A45o67AdNX7VE9DwBq3CwMBLrlpnIb9Tn3DkKC1azKdACIO5YBdQAvf465H+zHqwXDNatgZB+X4pzBqooTX5DD4RfGo8bNYkluBuasV3d6/fPnx1CyrUq5xixGAx6LaMAWPY6b2wlYDyrybGdcqcjzSrlGRKHtXkQHqO2PfUEeDsakCN38nAC7xQgvy+HPnx9DJ5sZ9w/rCbOR4JybRa9Eu7Q98e15jP1RSkz1yKKPvkGNm8XKwiyYDECQF+EMl6zKWYVnJtyo2Ct/8/w4eFhOZTEOSCK2dx7KQlAQwQmi0uLaZCCwGAimvb1HU/S2t7oO/bomRHkCuCCIgNEg6TpmrinX7JuyPM+FtburlQl4eb4LSXYLjEZ1wtbDSoZMMaLVFurTEIc2Pz4jgwpPgMPbOyJveNpBWjxhMjEQDHxWLQ42GaSST0+AU/W/yR9xPZIcFgDS3zBaHPzpnLswb8OBmL/rwklDYbcYUfZdHW7umwR/iI/x0Fi7qxrZQ1KVyqm0bk4MihAtH/5dtu5Y/lHxx6hcMF45XvaDSevmhD/I45m/HcAfprhUryd/Tvl58vgt+64O2UNSMfDZzZgwNBUzRqdhQIoT9f6QsgUIqEWu8rUpC7Sjx3ETV5E06ok0g0GhtCGuZBIwGAjs4ZbmmqtwQuBgTCjZVoUPi27HO18cw+TMXpi34QBSOjGYNXYgCkf1gYfl8Ma0LFjNRpyo88FilN5PLpGr9QYxM6oCBSBwWo14vTATdot0DnqGWILeZwV0G0f1SXJiyceVqr4OQU7A/7uw0/DcAAAgAElEQVTOhhN1PuUGorUinLm2HK8XZuKJuwfg1AU/1u6qVm5Koih9vw7GBFEUMW5IiupGRM25Lo9WoLBocjqqarworTit20xLy/RJqvoI6WYU5MyTL8RjQIoTPbr0U10TWhoFedsv8gZfdc6DXok2vLKtCtlDUvHEX/YhOYFRxpc7EEKC1YTCUX2QEH7NVz6pwvP/PUR1XvHG8jfPj1M8W7IHp+D+YT2Vku4tB89gzr2DcPqiX9eo65vnx+HbGm/YeKsvAkEe5b++V6lEEQRRtQUoZ1qimwECwKYDZ2LGsTxfSI3eWqZUlWowKJQ2QvQ+9Fvbj15WHyDZfOsL5+S0dFo3J7KHpGLO+gokJzB4dsKNAABRBOo8QYR4AYAIlhOwZnc1ZoxOQ9GYNHhZHkkOaSKef9+NWDbFhQSbGRd8QTz5fgVqPUGcqPNj5ppyTYtx+f99QV7Zl3589V4lLT4nu6HHSHHpIczJHoTvL/nRO8mOGjeL+0q2o+CNXTAQgg/KToZvFA26Eb29dAcjZVsWb6nE0q1HULRmH4Icj1pvEI+sKlN6n4wfmoq3H8pSnW9L9Wlor2iJNSMFuPGCtMjqEpvJAF+IR6LDAqOBoCTPFVNhYTNLx9hMhoYbY4hv0B1oCI9P1PlQNCZN1b+muPQQar1BHD3vVcZMacVpvPJJFU5d8IdFzx/h8dV7UeuRtB9auiNAfyx7WA6fH6nBqwXDMWFoKh5b3VCZNXFYT2zcdxJWswEvP5Ch+pxLp2Tg7R3HcLaeRVenGT+7rS9sFiM8QU7p6/P0X/ejzhvEeQ+rq6eKEWgHebU2I8DBHQi1aOv2ywYYhJAxhJDfEEL+lxCyghDyP4SQ65vtjCiUa5TIiXvC0FRMHNYTj75bpjsZCIKor2oPT/DS3qsLJ+p8ysQ6d9wgsLygNDebt+EAPCyH7y8FlMmwf1eH0j110PzN2HLwDCYMTcWsdQ3ldLPvGYReiXblhv/KJ1VKX5JIoWZIEDV7joQE7cZRCVYz/EEeKwuzlH4QG/dJ3VzTujlUQju9oObIWU9Mya3meayRep/IZYHUnEsf+WalJ9aUBZKNCdJ4XlCCvUHzpRtokBexJDcdlQukCou1u6rx5PsVOO9mQQwEbn8Is9eVY/o7e+AOhOANcnAyJqwoUDcM62w346Fb+8ZWiawpx4KJQxQzLkD7Jj1zbTkeurUvZo8dgMHdrwPPi4poOd5YTrCaseXQWRgNRLe0NMnJwG4xqsqqTYSgqsaLD8pOhJsFlklN2aKbC64th91ixB9/Il1j8YSqJfnDYDUawtU4Rhw568Fbnx+Fm+WQnMC0WKlq3C0SQsgfAdQA+AhAHQAngAwAHxFCxouieLzZzoxCucawW4zKloEsooyeDGTbYF+IB0QookbZMEhOx3pZTmlX7mBMYEwGJX17nc2C6av2qLYV5DbX8mT4emGmMsEB4W6q4UkzsnW6l+VgCLsVllacxtIHMpS08/eX/BBExG0QVZwzWNk3lh93WqVpyctyYMOp8dTr+ir7/EVjGqzHX/20KqYfRUm+C0FOQHICo1gxpyU74p7HgolDY1p8UxqI3BYpzhmsK5BsbJDm07DNlsWOr2w7godu7Ysn7h4Ad4DDOxH6jkWT07Htm7Nws5zqb74sz4VfjE7DtzVeOBkTCCE65aQm/OlfRxS3Tt0mfowJP7+9Hy5EmWq9N32E7hjyBXk8Pe4G2MxG5RqQjes2HTijGHp1sppxtp7Fr9aVAwBm3zMQy/Jcir4iXlM2h8UEf5DHm9Oy4NcVzXJItJtR61NvbS6aLIm1Z4xOU11vzbkleDkNxghRFG+OemwfIcQFYDiA481yVhTKNUggxMcIFuU91dKK0w2NwQhw3s2iZ2cbeIsxxulveZ4LnCDCHQjByZggCCKcVjMCQR7L81xxa/nln6NvxpH9GCL3fYvGpOGhW/vivekjUF3rw5lwFiQ5gVGOe70wU3ffWd6blj9j0Zg01PtDSLCaUesJorPdDAQBjhfQyWbGh0W3I62bE+fqA4pu5PtLfqwszISdMcHH8vCHONgZE168fyjsjBE+lkPhqD6K14bWjXFAihMG0hBYtIatclsmMrum1QxPakoX1lc04rvSC/YGdHMiZVQf1HmDcDAmXPAG8eAt12NyZk9Ff3P/8J54LELYufNoLWatLUdxzmAUlx5CSb4LjMmIygXjlRs8AKXPTfaQVBytcePVguEgBNgzfyycFhNYXoAoSs3/vCwHAsToe+I1OwOAv+45gSk390Zx6SHVNTx+SAp8QSnoPxJeBMwddwMsRoKiKJfOqhpvnOouDmt3VyPH1QPdEhiN3iQuOCySZiVygRDZ9yS642tz9uu53KtuJoT8E8AHAE4BsAG4HYALwNxmOSMK5RpFECSHwcjVz8Z9J5W97TnZg1Sld8vzXeB5EbPfr4gROS6cNBROqzHGNvmhW/sCALbOvlNlSXxTn0ScuuBXfpZbpcsN0NgQj62z70RXJ6NkP+Sa/8jukCsKhmN5vgs+lldSz/EaRMllgHKWIe/m3ng8otxucW46utgtIAaCCUNTVa9Rku/CvA0HpOeN6I3pq8qUz5l3c2/8Ym3D67z8QAY+rTyHZXkuzNKwXe7euS8SrObw34GWr0YTuS0ijxm5XDkyAHMy8Xfd5cANIrRv1EEOHpbDvA0HGqy+b+2LVIcF9f4Qvj5zCdlDUjVFnP2THfjTT4aBF0TVmFySmwHGTBQ7eXl8RI6zVwuGwxfk8eT7DeWgWtmKeGPZYCDIHpKqdF6NzPR1cZhVpaWLJqfjg7ITyHH10AwC9IK4Wm8AhaP6oJPNjLOXAvj4q++xLE8KKuTASP57aQmoZcG03COlJN/VrFuCly1TJYQMB3AnAAcAN4C9AD4X22B9Ky1TvXpomWrzEm+M8oKAUxcCMarw7p2tOHnBr1l69970EZrlfZULxquqLbQU53LDsLP1LF5+IAMvffQNztazWJ7nwldnLsHVqws8LIcDJy8i8/pEzFxbjtUPj1DK7LbMukOnN4mUTZDP66vfZkOECF6AqkEUAQFjNmLQ/M04/MJ4AIjpxSD3OhEh4pFVsX0cXi0YDovRoCq9dTJGzIlYeUYe67SY4A1JKzZ5O2nisJ7o0cUKAgKDgbSF8tU2Nz4b851cLuuj13Y9cjwm2i34+Tt7dMeslIEz4a3tR2P8L5bnu2A1GTV72rxaMBwJVjOqzkmOnE//VT0+tEpbtR6LN5aDvIAEqxmD5kulpXPuHaR0bZX7m9gtRnxb48WWg2eUbc1frSuPCZRueO4jpY+K0ypti2w/ck65DpXAN8+FYNiNN/J76MSYcN4b2zOls92CS76gkg3q1omB3fKDxvTV9yIhhAwWRXEvgBIAFeHjzT8kuCCEvEkI2UkImX8lxzTmeRRKR8AX5DVV4f4Qj95JasfNnIzueOnH6Uqr9UgkQyqpf4K8raIlZpMtiZc+kAFRFLEkNwOvFgxHVycDV68usBgN2FB2ErcP6AZfkMfqh0eoVPt6+8TyVkXkeV3whRTB6qPvluFCuJOlnAqurvUp4tG5427AjrmjFWdGm8Wgm1LvZDODE0R8feYSqs55kNbNiQSrGeOGpMQcm2A144Zff4R3dhyDh+UwIEWqrNm47yRO1PkVEW1z2Cq3d8dQ2agpUsAbqbWIrICava4cbn8IIIAnwMEX5JTgQ95m2Vh+Gi99VImFk4bi8AuSkPeljyphjfju9QSYbn8I00Zpizj1rLU7hYOLtG5OdO9sRXHOYHz74gTF5VPL0fbfh8/FuMsC+mO5vPoC/EEp07cszwWzkSA/vF0i9zc5fTGgBLX9kx0472Fjql3qfEF88/w4ZA9JxXN/P4iCN3bh1EU/+iUnxIhHvUE+xup/5ppysJy2gNof5HDn4k9R8MYu2BkjmLAQtLnG5eVClz8CGANgBQAzgDIAzxJC7hJF8deNfRNCyCQARlEURxJC3iKEDBBF8cjljgEw9HLPo1A6CroiRIsJZy76sXX2neiVaMfpi35YTQYUrZWMpqJFjsvzXJi/8QDO1rNYnJsOQYwXDBhhs0g6hrP1rGolVJLvwoO39IY/pE5ZyylivX1iL8vBF+QV91BBjN362VB2Ej+7rR+2HDyjtFuXJ8I56yuwcNLQBuOh8MpU672OnJWyEA/d2hdOpmF/O+/m3ij77qJqC0jua7J06xHsPFqHl36cjuLSQ1g0OR1LPq6UjMWmZemm73/oXnVH2HLR8rCIzFDIwUNyAoOnsm/A7IithsW56UhgTEiwmVVjUG61XrlgPLKXfQYAeCp7kPLd643Zbp2sys/Rv5MDWy3tQnHpIYwbkoLxQ1NjNBKXfEHV83IyuuPuG1Owdle15C5rlYLmeGN5+PVd4Iu4VuTPHinUlrdA5n6wH68VZsJmNipbKkCDg+nCSUNxX8l25fyWfFyJP0xx6Xp+RH8PCTbtuSTJySjalCSHBXXeULOOy8b6YAwVRfEhURT/COBeAP99he9zF4D3wz9/DOC2Rh7TmOdRKB0CvX4BgRAPi8mglJU+/df9YHmpSkJrJZjosGBj+Wll1TL7noFKMBDZt2Hr7DtR42Z1m54VrSmHxWRUdWJduvUI1u6uxqsFw5HWzRFTlro4Nx0b9kr1/nI5ns1iUHWulEthbRYDfnZbPyzZUqmyBP/yeB16JdpVKzKOF7A86r2W5bmw89vzDeW8Ea+9dnc1Zt8zUDl2SW5GTF+THl1seOnH6YrduZyl4AUBi3PTo1brUtfLH7LCa61Olk2NVodUGTnrM2N0Wsw4emr9flyIMNOKRA78ZP6296SSNdArQa4659H93SV/MOZvtyzPhXe+OIbkBAYTXT1jyj837jsJs8mA96aPwKdz7sJEl+SO+dT6/aiq8SLI8UrvkHhjWXaXjf7ssoYKaCgj/fJ4HZwWk+6ioneSHYdfkMpY5fGp9Zl1e5WwUiYlsseJHJD3f2YTiksPXdZDpym4XDjenxCyEICDEJIiiuJZAIN/wPs4IIlEAancdXgjj7ns8wghjwB4BAB69+79A06NQmleGjtGbSYDlue7VKVlJfnDIIhQbvJAQ1mp3L8gciUoWxzLyJOVKIp4tWA4PFHlfUtyMzBhaKruSkguJY0suSvZVoUZYwYoGobI3iQvfSRNhmNuSFH2uQ8U36vZn+H1wkycvhjA2XpW9b5FY9LgDoTw7YsTFHFaZ4cFoiB9hk5WM7xBDnazEROH9VDZk0euEuVJWs6oRCJvy7CcoMpyeFkOj63eq3J5lF1Ei9bsadQKL0aL0EqdLBtLU8yhkYZuWp+1V6IdgBhT9SDbusuiw7ybeyPJbkFxzmD0T3bEiHLlbBeAGBHkosnpWBT+3cJJQ9E7yQ4vy8FmksTET6Q44WP5hmosNDQne2RVWcQ150KSU3Kl/bDodtW1F7mNCajHcqeoDI382aOrNuRA4Ug4sNLLzP3n6HmMH5KKGjcLk4Fgy8EzMQJTh8WIpVMyMHudOmMUmcE0ECg/L9lSqZiYtcS4vFyA0Q9AOoBqAD0JIRcAPAsg/wrfxwOpAgWQvDS0Midax1z2eaIovg7gdUASKF3heVEozU5jxqggiKjzhbB2V7VyY/Oy0k3UYNSu6Y+euE7U+VQTsPx4da0Pne1mGA1Et9GS3naHJ5xajpzE05IdSrDx9DhJqLf64REYu/Tfiti0e2ebcs4OxqRrCX7mok91oygak4bCUX1w0SeVqjImA+b/142ocbO49ffblAoAeZKtXDBe97s5eykAXhQVIevi3HRkXt8Zdw7sht5Jdpy64Ef/ZIdyc1tRMBwEwOqHRyifr7TitCKaVbxI4og9tbZDXpuqXabbnOWBV0JTzKGyRkNeUUd/1hN1PgBAt05MwzYLywMQkePqgRljBuBEnQ+MyQBPkFfEwzkZ3ZXrwRfkEOQE1LhZ6W+c7MCKgkwk2CTXVnmlDwAGAvw2ZzDMRgPq/EHVGJa3DUsrTms2JytaU46VhZnYOvvOGO1TvLF85Kz2NRRZtSFXLcn9fgDEbHEuyc0AIKLglj7wh3hli6beH0L5iQuSFw4jmWc9/+HXmDtukBJQRQb5ABR/G0EU4Q/xePkBF857WFhNRhBCNKvJmnJcxn0VURR5SL4XZ0RR/D788BRCyO1X+D5lkLY3/gPJqKuykcecbMTzKJR2T2QaXW5kNHvsAOSN6K27rxxdbmYkBLwgKiseeTJ1Mias+uI4ZowZoHsz/tW6ck0tx9s7jsWs1lZMzcRv/n4QackOdLZbsLKwwfRHLmslpKEUNhCM9fdYnJuOQJDHj7pfh69OX1ImyECQR50vGLOPzZgM4ARRZfgF6HeDlQ3Athz4Ho/fJSn0z3tYjB+aqsoQLc934ZvnxyHICfAGORStVpewAlIHTjmNf7kVXuTfUf7O3t5xTDMz1ZEcQ2WNhoMxxmQpFuemgzEa8MKmr7F0ikvxG3FaJY+WrgkEhACJDgt2VNVgSI/OWP3wzXAHOCRYzThR50Odh0UXhwXPbTyo3GCra3147u8HMWN0Wkw107wJN8LNcjASElPG/dT6/Vg4aahifhV9TaR0YuAP8Zi34UCMqVi8sbzz2/MxWZUluRkwGcNN21gODosROa4eYMxEySwkMCYsy3MhOYHBRW8QJqNB1dxt4rCeeG7jQaWJWVZhQ+C/82it0kCtcsF4VZAPNOisHly5S1WZE50Vks+lqcdlY8OUY2FXz/8RRVEA8FtI4s/GshHAdkJIdwDjAeQRQhaIojg/zjG3ABA1HqNQOhxa6crsIdLNMDmB0Zy4ABGHXxiPUxf8OHnBh/7JCehkMyqrOh/Lw0CAN7YfxdKtR5A9JFXzZlx1zoMaNwvGaMBLP05H9842VJ3zINFhURoryUjVGCYsyc1AnU+qGvjyeB3+mO/S3IKRVotiTOZEWlllSm6cBcMR5AX86V9H8LPb+ukcK/ULib4h6PkF2C1G/PrvBzH7noYyx62z71SVHcr6DrkMds2u6phgauGkoTAQgiUfVyrfV7wVntbfUdpSStMVSHYUDAailDxGCiMv+YN4/sOvUeNmY747WdcBAA6LEZl9ErF2V3VMCeqS3AzUeoM4W8/i1EW/cuOtcbOabq4OiwnTV+3B6oe1nTfl7TPZ7yXympg1dqCyLRI9vuKN5ZH9uyoN+gakSBlIm1kqS123W/pM8//WECjI404URfjDfUM4UcSMCA8POeMxY3QaatxSObk/yGPN7mrlvOQgWy/Y9rG88h08lT1IVaKrur6awcm2sQHGfyBlDz4ihEy70jcRRbGeEHIXgHsAvBTOhlRc5phLAKD1GIXS0ZD3sCMnB/lmKq9I5FSx3Pq5xs3ipR+n4/aXPgmn8cfBHxQaggsDYDUbUbKtCjkZ3eHUWF0uz3ch0W7BqwXDVW2gAWDXM3crlSvylkGNm4WP5SACSHIweOnH0urnOpsF7kBIc/LVs1e2hwVunWxmVJy4gIdu7XtZl9HoSbS04jTSkh14vTATDsYEd0BaJXpYDvMm3KhS6OvpTGwWIwre2KXqCApIK9mu4d4RM0anIS3ZgfwR18dd4Wn9HW/qkwh/SFBupG1hW6Q5sZqNeGZDuSq4a4ypk58TMHNNuVJlEb2Vt2JqJv4wxYX3v5Ru1odOX5Q0OTbJpfaPPxmGLnYLTl/0K+Mo3k3XzhiVKqLI84zcFimtOI3hvTtjRUEmnFYTCNGuXrEzJvTobMOyPMlkzhf2vKg658WAFCeAVNUWjjzuXtl2BHk391ayJZGZmEg90YAUJxZOGgpRFFG0VsrIVNV4Fa2K3GpeK9g2GKBkF3t0seleX5FOtk1Fo0e6KIpvEkLKILl69rjSNxJF8QIaKkIafUxjnkehtHfkPezIvftIW2JZzDmyXxKKcwajxs1i0eR0LN7SsLL2hwSlj4f8X1+Qw47/GQMDkYSiKZ0YZTvCE2gw/knrJrlh7jxap2ghCBCzVdHZZkZ9gFM5Hi7OTYfVbIDNYtWcvOLZK9/UJxFuP4ckhxWPvluGl36crnns2UuBBqFb1HbDxGE98efPj+GhW/visXfVYr1IQZ/ezabqnEc1mZdWnJZSyRrOqYl2c9wVntbfsaNth1wOX5DH2XpWWc3LQllHOLCSDaeiMzly9idefxCIIn52Wz9YTQZ0ticr2octB8/gJ7f0xumLfnTvbFP8WuQGfJFbAktyM0CIZOoWfZ7uQAi+qPE6sn9XPLa6TBEs643lSKHo4lxpe61T+DpkTGr54E19EnH6oh/ZQ1Kxdne1EkTobWH6WB5jl/5bpTmS5wSTgSi+Gd07W/Ha1Ew4GROq63xwWkywmqQx6WU5Xbv85tIDNbZM9UVCSCcABwH8HsAbTX4mFMo1TKTPwOEXxmPltCw4LLHmRsvzXUjr5sBrUzOxcd9JbDpwRrfBlCCI8IbNc+SU78by07hryad4cOUu1HmD+LbGi+LSQ/jVugrYzUa8NjUTlQvGo3BUnxhTn6fW7wcvAk++H1uG6GE53ZI5IyH4wxR1iekfpkiaEalvSoMyf/GWSizJzYgpERVEEZULxmPaqL5KlYHcaXXJx5Uo2VYFp9UU1RyuHLPGDlTO5ZVPqmJKGBdNTlfKV+XJ3GQgSplitIGRPyTENSbS+ju2J7+LpkAOsmrcLO4r2Y6CN3ZJDfeMBsWMS6tDsHxj1ytB9QU5GA0G2CyScFPu9Ftcegj5N/dGkBPx9F/3Y9D8zYrupcbN4qODZ7AiPK6LcwbDZjaAMRlgNhKUhI+RzzPICwCAkgiDrciAJ95Y1rpWZr9foRjIPT1ukNK19+UHMmA1GdA/2aGUvcoi0ejP7Q1yYLn4342H5ZAWdgudv/Eg+j2zCWOX/htWi1EZk72T7Fi29TAWTY4twW6uAPiyVuEAQAj5AMCfAWQDSASQIori2GY5o6uAWoVfPdQqvHm50jGqZ78sCCICHB9u2W6SKk4sRviDAuzhScXDcnhr+1E8cfcAlZ243CNhQIoTpy6oTbt+kzMYpnAHVi0L8sMvjNe1Jq/zsGB5IaZZW48uVlz0heAOcOiVaMeJOh8SrCZ0tpux/XANsvokwWYxqhpTyedX7w/BZDAomYSiMWl46La+eFTDNnzhpKFgOQHZyz5TfcbqWh+WbT2Ms/UsXi0YLvk4WE2atuTyVgsA3c//4MpdzW2Y1W7GJ6A9RgHEPOYL8bp24zaTAW5W6kOyoeykosFI6cRg1tiBSsbt7R3HkD0kNUbUqWXrPXvsAPz0tr6wW0wIcTxCgih1PWU5hAQRv1i9V/X6Zy8FYDAQjHjxX9gxdzRCvIheiXa4AyGlFPrbF8frjuX+z2xW3lu+Jvo/s0n9WcNaokv+ID4oO4mHbu2rWJtrWaPLGoz8Eb1hNhqw6ovjmDisp2JBntbNCU+Aw9/2ncSCD79Wvads2w9CYLdIfUr+/PkxVNV4FWvyq7ALb9QYbeyrJomi+H+EkCdEURxHCNlxpWdDoVCunEgRXHQK08tyKj1F5GSU5JC0A9lDUlVpUa1JbEluBt6clgXGLN3kd357HvcP66mZStUSxckrq1c+qULx//cjReUv6yF8QR5P/GVfzI3l9cJMpKUkqLYhZNfC4tJDWDE1EyFOwMYDp1ReHHaTUdMDYek/K/HyAy7Nz1iSLzWkeuvzY/hxVi9YjFIQFVlxU5I/TGpxT6TgTOtzVtf6okoa45etdnTiuZRGj9t4vgtelsPjYf+RGaPT0L2zFSsLM+EP8TFjvHvn2K04LX1NybYqPHH3AFScuIAene0q/wjZYXNj+WlsLJe2Hl+bmglRFCXDuC2VmJM9CAVv7FK55cYby5HI14TWZx0YdqhdkpuhsjaXA93IvimybmPn0Tq8NjUTOa4e6N7ZirwRvWNasdf7Q3AHQpjo6h6uCHGBF0Q8trph60b2HZFdQkvyh8Fqar7tu8ZukbgJIRsBlBFCJkBqekahUFoJX3jijUzLzv1gP7KHpKJoTTl8QR6+II+0bk5VWlSrv8Oc9RUI8gIK3tiF7GWfYWT/rnjni2OaqVQCxGwzLM5Nlzo1JjvACSLOe1g8uHIXMn77MdKe3axvgc6YYrYh5n4gOY8uz3eBMRLs+a4Oxf/4CtnLPsOv1pWDMRlgMBIYDcDSBzIU99IlH0teFyfqfJqfsWhNOQCCpVuP4Mn3K8AJIhyMESsLw1sZheqtDO3eGy4s23o45nO0FcOs1uBKXEr1nGq9LKeMkdKK08he9hnSnt2MUxcDmmNcDv4i0dueq671Ia1bbA8PLYdNJ2OCyWiQ3DNzM9DZZsbKwiwsneJCZ7sFSx/IiDuWVVuZeS5sOXgm5nyOhO3q5etODthlSitOKw3Tspd9phKFOq0mXGc3o9YTjHEMnfvBfkwb1RervjiOZ++7EW9My4LDYsJj4cxLZC+Xn97Wt8W27xobducC+JEoinsJIRkApjTbGVEolMuitxqU94vtjBFiWIMRKWTTE5J1spnx3vQRqK71oVeiHfdtq1JU6nLmwGEx4Y3tRzE5s6eSpfAEOJgMBEunuOD2c3hsdVlMaaCej0dk+VzkufROsuPdncfx0cGzWJ7nwuyxA3D0vDfGf0CexH+5plwRYTosJtj0VsrhShRZ9R+91REZKGj13pC9AiJpS4ZZrYHWOEzpxAAiIIiialtPSwC7PM+FP39+DIWj+uhWUUUilUmbYzJY19nNMY6WclZrqUYPD/lakZF1DDuqapB1fSK+rw+oxlpJvgtd7Oa4Y/m1qVKliY/lERIE5N3cIJqOzM5FnoOTMcV8Fj1RdHWtD0YDUZnYqV7LalL67KwszIJNpyLLEWH33tw0KoMhimIg3FUVoihW0HJRCqV10VsNRnYn9XMCHBajIna7r2S7sl0S/bzIbqbyBCevJuXeBQAwcVhPzFm/H67ffYwHV+6CO8CBMRsw8NnNSro3WvrdKrAAACAASURBVIhmINpZDwOB5rmcuuDHb0q/Uq24Xrx/KDhexOqHR+DDotuRnMBg5tpy3DYgGYdfGI8VUzNhNxvx5vajcAfUK9ycjO7YOvtOAMCWWXegaEyastURb9Ud3XtDVuPrdRS9Fokeh5HVN9FCzmgB7OuFmVi7uxpLtx7Bxn2nYnrNxOtdsnHfSawszFKEm7/5+yEs3PQNinMGK1mtbd+cxayxA3VfRzaqkzMOdrMRv1xTjgAnxGTW1uyqRn2AizuW2ZBUnmqzGHGunkXZd3VYMTVT+awb951U9dy5qU8ivq3xKsF/5QIpk8aExafRYuRlWw8rHjV63wvQEEzrzRHRtvnNSaNEnu0FKvK8eqjIs3lpqjEq7X2zmhqMyZm9sHjLN4prYqQILxDiY7Qbsr24PPnJDqJq50mXksG4f3hP9OhiU0pHBUBpDz991R4kJzAqDUTlgnGo8wThDfKKMM5hMSLRacGpCwF13X6eCws+/Fo5F9nfo84bjPms8uoUAM5eCmDLoe8xsn9X9E92oM4bxMywcFUr87H54Bn8pvQr5fuUBZyX8wLQE902Me1mfEZrMKLNzIAGIWfkilkQpOxGpLh3eO/OmDisBzrZzEoPkQt+dbfP5fkuJDks8IcEQASmr4oVjS6cNBTLth5W/u7jhqRgfNgBNnIMOBkTrBYpC7dh70mM7N8VxaWHsPrhERg0Xy3w3TLrjvDvbtYdy69sq8JPb+sLT4BDt05WRQB6nc2MOesr8PS4G2LKuyOvu5H9krBiaiYee7cMJfkueFk+xoNG0meYUOsNxmgwZL2G/H3bzcbm7OLbpCJPCoXShpBWg4yyVSFXkdw/vCcWffSNyjUxUihqD9fFR/aDmL/xgGplJTtPvvTjdPToYkN1rQ8vfPg1+nV1KH1AUjox+O1/D8E7O44h96ZemLfhgEoMt/SflaqGU2t2VyN7SCoASA3Gyk/hp7f1VXkQVJ3zIMlpUX1OKWXMI7rZm+yyeeSsR2nwVvyPhoBhoqu7otiPvAnJWZGFk4YC+Er1Po3Z6ognur0Wid5KAnSMqCK2n7SEofINcsuhs1g5LQsJVjMA6LaIdzIGCIIYs+UiW3MvmDhU+bvvPFoLUYRiyiVfKyfq/Ep10csPZIAxSZkDrX4q8naNL+yiqTWW827uDZOBIMFqBiGAzWzEe//5DtlDUrGx/DRcvTpjRdij4vRFP6xmg0pkvCzPhXfC1vzP/9/XmHOvJDKNDPItJgMICLo6Gnq6yNU10SXrWtt8Le0gS68QCqWdYjAQpZ9DICREdYTUT91H3iQRR1fAC6LSwyCS16ZmwsFIzZKyh6Ri9rqGXg+CKIkvU66zorrWh3d3HkfBLddjcmYvzFlfoboR2C1GxSwIkFZwSx/IwOx7BmLTgTPKjSdSaS8jazVkA6XI/XQg/JmIvlald5IdI/slXbNmWE1J5HjSq76JDN60+rXIAaODMSl/h8tli6JvoJHW3MkJjOrvXvyPr7Dgw69x+IXxEESg4I3dqnN88v0KJfPxu4lDYhxv5c9ltxh1x7IgiFj52VHk3dwbH+w9gUu+EKaN6gun1YQts+6AkzHisXcbyqtzMrorQbhs63/0vBdAQ0VJZKdiB2NSlZNGBro/u70fnrh7QMz31NoBMQ0wKJR2ztWsVOI5TzqStEv/fjE6DWcuBcDxYowQT+5QOfv9hsAkN7MXnFajsoKs94dACMCGBNVNfnmeVKXSLdGGygXjlb12LQGgrNWQU8JeltMMGPSsu30s3+F7g7QGjXEyjRf0QYTi89KY9L66l4m0dVBcegivFgzX/Lt7WA5OnUqQXol2CCJw0RvCxn0nVV1c5eopNiTojuXn/n5IKSl9c1oWPEFOVSIa7SxbWnEamw6cQeWC8XD97mNl20Tu9FpacRo1bhbFOYNxX8l2pWFa9Jht7SAiHo0tU6VQKG2YaEFiY2+Wes6TRqNBUcxHIk/S0jbIYcWSORIt9b87IPkcDHx2Mx5fvRfuAAcAirhtRUEmNh04g6K15XAHODz5vlSS+sTdA8ByAlYUDFeJ3l5+IAMGAnz74gS8Jgs8H8pC+a/vxXvTR8AWvqFpl5tKFSM/5PuixKcxTqbxxIfycVdS/qr13k7GFCMaXZ7ngiOs+dATSc4YnaYysTp90Q+W4/HW58cU0YHeWJYt5otzBkMQEVNKGu0sG/m+keWzs+8ZGOM0e1MfqYOqngtqW4UGGBTKNY5ecGLXsCpfNDkdCVaz4lnwt30nYybyaJ8CQUSMKv+p9fshiFC0F8/9/SCK//FVuAzRhGfvuxHzNhzAwGc3Y9bacrC8gJWFmWHPikzYLUbMWS/ZQj/6bhm8QQ5elmuoXlglTcAArnnr7pbmcsGubtDXiCxHPM8RlZiZE5Bot+D18Jh5tWA4Nh04g6pzXmw5eCbG42VxrnQjj7TuHjR/M57+634EQgKqary4ddEnccfyjrmjMXfcDSguPaRbKi1vzWlZ1Ucec/iF8Vg4aSiW/rMSNW4Wy/NdeDusz2hswNUWaFv5FAqF0mZQVoRhIalkrV2JWWMH4qY+UnfGkf27ItFhUbXnNhCo9rDjdUiN1njoiTpnrinHiqmZ+NO/juCnt/VVrJvl31/whWJasUe6bLbVFPK1SGO29HS3tnSEuPG2VCACIV7ElkNnUX7iIuZkD8KGsoYtEC/LQRRF1LhZeFguppPrU+sbmuDFG8vnPSLmbZCeq9/FlVP8Mur9Iaz64nhM6eqRs1LVyIzRaXj5ARd8QWlbpGRbVez7tnGTN5rBoFDaOYIgxm3AdTXIQlKIQNcEBkunuJCcwGBFwXA8PW4QiksP4YbnPsJj75bhXD0LThDw83f24IUPv1acNvV8CGrq2ZiV5LI8l65bYoLVhKPnvZq/12vF3tYn4GuVpshyRBJvSyUyoFk6xYVEhwU/u60vBqRIzcHe3nEMvyk9hKUPZKCTzRzXlMunM5Z9LKcag698UhUztpfnS2Xjb+84BlEUEeIF5I/oHbONc7TGjU0HzqC49BDqvCwcFhP8IaHVPS1+CDScp1DaMY0Vw10tkUIym9kIrygqqWJAWun9al05lk1xqWr1H1y5C+OGpMS0WF+e58KmA2ewt/qioqR3Bzhs3HcSdw7sputkOGvsQM1+KFqlhde6y2ZbpTFeIlcqXL7clkp0qTYAeAIhVVXHxvLT+HTOXZrjSDblMhlI7FjOd8FkIKqshZyVkMd2vT8EJ2MCIcCkzJ44UecHAJSWq/vsrN1djcJRfZTA3GEx6bqgtofKJ5rBoFDaMT9EDHe1GMLdVrUm9ORODBKsZrgDnCJyu6VfV5Qdr8OrBcOV/fCy7+owsn9X1LhZOBgjaj0sPIEQCm7pAwdj1HUy7J1kh8lA8PID6pbune3mmOe0hwn4WkMOiBsjVrwS4bJelszLcprH87wAu8YYXrb1sMY4cqFbAoPDL4wHJ4ixY/l4HThBxCufVKlcPmvcLExGglo3i1VfHMfJC374gjwSrCZ0CbdPzx6SKmk/ntmE7GWfoWRbleIBIgcX8nfRHrVENLSnUNoxP0QM90OIXnVChG6WYezSf6NywXjlvPonO2AzG/H46r0qY6UeXax4vTATf/78GJZuPaK8zqdz7oLNYsTCSUMVJ8MlH0tit1oPC5YT0MlqksSejEkxGjp63qvyFZDb1lOajyt1NtXywGiKjrR2i3aHXfk6iD5PA4BzbjZmDJ+tl7YktDIngiDCZjFicPfOMWPZZjGixs3CyZhQku9CkpOBj5WC/O1HziHv5t6wW4ywmo04W8+qfDQWTU4HIFWhyNmSrk4L7BZTTFmqkzE1BGNE8h1pyyXWNINBobRjrrbfQGP0G1qrTl4QYlZ6i3PTsfSfhzFhaCo8AQ6VC8Zjx9zR8AX5mO6mcz+QWl9zgoi8qH3o3kl2LNz0NQyEoOCNXbivZDtq3FL76ef/72s8tX4/6rwhiOHP/+i7ZVI/i/LTuGvJp3hw5S7FyLi5tCmUK8tGyFxtQKw3Xv0hQfGukPuTbNx3Ev6QoDrP2evKcd7NwmoxwsEYsSQ3IyZbwZgNmpkTg4HEHcuvTc3Eqi+O46YX/oV+8zbhmb8dwHkPi+whqeAFEZwgwhvkMWd9RczzZ4xOU66hLg4zRAAgwHk3i9nrypXvlueFK/7OWxOawaBQ2jFXszfbWP2G1qrzsdV78eZDWTGW4wAw595BeGx1mdIHRM/YyMGY0G/eJsweO0BR1lfX+uCL6gCb1s0Z7vlgQmnFaUx0dUdXJyM1dGJ5lXmR/Np2ixG1nubXplzL/JBsxJVWh0QSb7zazcb/n703D2/iPPf+v8+MdsksBuNiiMNioA1gC+yEQ7YChTqQU5dCSewGnLQnkOTQAi8NpWloX7clySEQDtCTXwI0bVlak9DkcOiVxQlvyMlSSoKDWdLWYBLisASMDdiSrJFGen5/jGaskUbekI2X+3NdXMjSLI/sZ565516+N4om3Wh4HajjTEuxYvmMMTovx399b4JWAVXfGIRFFNAYDGtS5L5ASJtngoBm27UD0Co9CnIydP14VBGtwX1thvuPSndha3EeJFmGxx+K83Cse7MSS0oPY0txbod4gDoK8mAQRDfmWmKzrc3fSPTUaTU1LR8cHBfqJSyemqU94T0yJQsrdh9FTcQVHY2aeV/xixn44bRRYAzgnEOSw5DkEH7zPTeWzxitGRcumwhvQMYHK6fi8bu/ptO7eDR/DApyMnTHVhq6dW5uSm+jPd6ItlaHRNNSpUiqw6zpXmwpzkWqw6wkSEbGGT031f1/+KfDuOwNaKJZnoAMAUAoHMYlr6SbZ3XeQLO5Hh6/jCXTsgAAK/LHxJ1rxe6jCT2OJy94MK6kDJc8wYQeDtWQ6U7VUmRgEEQ3p70qnq29QRgtikumZelctb9//zNsLHRjVJSKp6ro6bSKhi2uGWOKIuKq17FoeznOXvaj7Ph5AAxhDjz2yjGMWaW0kA9zwGYWEQxxTSMjkfqhqtTZnRbi7kh7wnPXYhA39zcNhznqfEEs2l6O0Y8r86nOF9S8EDcPSzVUmFUlwtW5tLS0AhcbJFRd9MYpca7YfRQiY4ZzWYyUnz5w23Asnz4KQ/rbE3o6jBRGP61pgElgCceYNcilGTIdVa7aEeXuHW5gMMZeYIwdYIytast2jDETY6yaMfZO5N/4jh4rQfQmWnuDMHrqfOC24boFeP2+kzh7xadT8VTL9hxWE9aVVeri4+vKKmG3iHFPavnjBusqUKIX/lpPIKHehap+qN6wuqtuQHeivd6I9hrE6nwtyMlA2bI7cerJWdi3/OvwB0PNejfUcaqlzNGoUt0qqsGR6EZvs4iGc9kWEcJy2Uz4/u3DUV1rfC6PJGPXh9W6/Xd9WI3bR6WhcvVMNPiDhvt9UefTfrft9QA1R3vyaVpDhwZtGGNzAIic88mMsd8xxkZxzk+2ZjsAKQBKOecrO3KMBNFbaU3+hpp9P8ClyC47LCIag2HYzYKufv/Z/VUYPtCFP3zwmZbN/9w7StlefWMQF+ol5G94Vzvu5BEDUN8Y1I1HjUWrr2M/uyHVDq8ka43Qnt1fpWXeqzF8Teugm+oGdCc6ux24wyzi+fkT0RDphRPdRCzVaUnsseKKdkuq0xynYbF2XjaefqNS2yfa4FgyLUvrSdLgV3QsvJH8oNi57JWU8MiFq36k97Xh53uOx1W1bCpSeqFsertKVzVlEhh++I1RWLarAgCM97OaYDN1XAv2jqru6eiskCkAXoq8fhPA7QDiDIwE29kB/CtjbCqAYwAe4pzHFTUzxhYBWAQAmZmZSRw6QSSHrjpHm1usohPcLjVI2LDvBC7US9hUNAGpDrPWtTI6Ea2P3YxNb1ehqsarGR9fXm2EzSRgY6EbS3fphbYOnLqkG49a5irJYd3iXnXRg09rGnDJE9Das6vnzEpzomjSjXGGQ2ff/Loz1zI/O7OTpyAwiIIQJ/C2pLQCW4pzDZNH/cFQRHpeMTSXTMvSEoo9/iaJcJPAdAbHxMx+KLwlUzdn18zNRnqKxXAuWwSGwlsy8dqx85gyZpBhknKYA94ESa7VtT4snpqlGS5qm/ZEbeqT/TvvqJBiUkMkjLHNUSGNdwD8CMDZyMd1ANIT7Oo02O4jANM557cAMAOYZbQj53wL5zyPc56XlpaWpG9CEMmjK89RI3e15i6NJLg99soxLJ8xBmkpVs3tHBvCWPnyUS0+vPfIOeRveBcjf/YaHt19FJLM8dqx85o40ZbiXJy94sPYjH6GZa4HTl1C4S2ZWsOpkr2f4LasNCzbFX/O798+PGEMv72u+N5GV56fsSTqBeK0mgxDB+EwdKGT9ftO4qEd5ZrHyywKeGrOeFSunomnv5sNqyigpkHC5JEDsdRgvgXDHOWfx4vGBcMcS3dVYPLIgZpYV02DhLs3vYf5vz0Ik6iogH78eR02JhCRU+XI9x45h5K9n2hj7Ix5e63l7olIqsnJOX8o+mfG2EYonggAcCGxQeMx2O4o51yKvHcIwKhkjpUgCGOM3KUrX1YaPt296b2Emex2s4jNC3LhtJpQddGDsuPnUXhLJv778BmU/OXvKPnL32ESGP7567swIi0FTouyvctqgi+glLnuPXIOi6dmaYu7ev7mygMFRoZDb6G5MlcjjxWYcbjNYREhMAabWYTTasL83x6M83AYNzUz4UelFZCjchNMAsOJJ2ZqyZgX6iWkWE3acXxSCN6AkjR59IuruGXYAEMROVWO/HqE8zoqpNjRIZJyKOGOvwHIAVDZhu12MMaeAHAcwGwAT3bwWAmCQGJ3aWwme/Qiv2RaFup8gbgeDWcv+1Dyl79r2908LBXeQAgiAxhTGqmNfvx1vLrkDlyoV54njBLsEnanpF4jvYrmboRGoQOPwVyNnjeJQmkJDRmp+ffVZEw5DDwU1ecEUHI1Ni/IhdUk6Iya6DyLE0/MvC7hvI4KKXZ0FckeAAsYY+sB3APgVcbYTYyx1S1tB+BXAHYAqABwgHO+r4PHShAEErtLm8tkj60qUSs/RqalxHVL3XP4DBxWExqDIW1hju4+qRoT0ZQdP48NhfE9IgSGLqtiSCSftpa5tqbqwiiUZrTfmrnZEBgSlFxD61kywGlJGMpx2UwQRcHgO1jhsFzfcF5HhBQZ5x17cTLG+gOYAeBdzvmX17pdc+Tl5fFDhw61b6DdhGE/fbVDj3/6P+7u0ON3Ea6bT707zFFjxUR9JntcDwqLiNGPv27oOq6u9Wnu4Gf3V6GmQdKy05VzSVhSWoH0PlYsmz4aN6TaUeuN94akOixoDIbgtCqKn9GJpz1MoZPmZxJpa78Uo/28kZ4gAFDnCcAbCOGGVEdEYVZEqsuCZ9+uwg/uGAGXVekhsnDboTgPRldV3GwHrZqjHf5NOeeX0VQhcs3bEQTRcaiLaqpTUUV0RvIjWspkT+SK9koy+jnMOnfwxkI37FEqoJZIop26YHv8MgY4jN21TA7jvq0H9eGZLiyVTFx/2lt1oXoyoiXny38+A6UfViN/3GAAgCSHsbfiLIpvHaarZmopp6G9Rk93g65IgiAAtL43iRFGC+qaudn4/fufofCWTPzX99zo57Ci6qIHuz6sVp70RAG+YAgP7/wYBz6tRUFOBhZPzYLLZoYvICvtqhnT3RRIoZPoTGITnp0WEbMnDI3r2ppiM4GB6bx7sdox0SXgrbnOeoIRQgYGQRAArk1sR42NKwuqScuO33vkHA58Wofn5+fi/7xYgb1HzmnCQkCTwWDUHMqw8do1NMsiiLYSa9B6JFnr2qpqtOw5fAbfv304UmzmVhkPrbnOrsXY70pQLxKCIABcu3dAEBicVhPGrHod+Rvexd4j57RjuGwmLJ6qNIJaMi0L3kjPA58Uwgc/nWbYHKr04OdKeV9Ub4SOkkomCCNiE55dVhPm3XyDTqNl3s03aNdIaxoItuY6a20jwq4OmfwE0cuJdsXuW/51rH/rhGYctNU7kMjDUHXRg6xBLiyfPgrFtw5DrScAh8WESx4J/RxmDHTppZ4LcjIwe8JQLNperkv0HOCwkEIn0SaMQg0AWhV+iA39NUgy7GZRlzNkN4sIyGFYTax1xkPMNVKQk4HlM0YDUDwkDrPYY0KBZGAQRC/GyBW7dp5SjqdWaLTFO2A3CXH9HtbMzcaew2cw5PYRePCOEajzBfDYK8d05zOLgm7RjW6tDUAre1WFuTpLnpro3hjN7+fnT0QgFMaSqDmaKPygtoFXBeR8ARmLthvrW4S44l1oKYQXbbSk97Hi0fwxMb1VJsBuFntEKJBCJATRizFyxa7YfRSrZ49vUyttlUY5jPLTSs6F2i1yz+EzKJyUqbTV5tB6SUSfj3PoJJQTdbN0Wk3dzk1MXD+M5vdlXxBLYjRbmgs/NMphPLSjHCN/9lpCRVmXzQSHRWy17obqhVs9e3zc9bCk9DAEAdcUCuyI1uvtofuYQgRBJJ2Erlir2C4JbodFxI9KKzBr/GAsnpql9FcYN1gzVBIJEDmsIuwWQQt9GKmFqqEWteMqQbSE0fy+IdXRpvBD9DGaU/IEUzxqrQnhqaWzYc6N28KbRdhMYrtCgV0pQZQ8GATRi0l2kyP1eNENz0r2foLGYFj5XDI+34Wr/ib5ZsbgtJgMm0KVHT9/zQ2YiN6D0fz+os7XpjkffYzGoJxQyVP1LrRFEbO566+9yppdKUGUDAyC6MUkuyqjpeM5LCI2xRgOz9yTA4tJ0D1BCgLDAIcFmxfoQy1GrdkJIhFG87G/wxw3B5ub89HHeOLVf2hJnpWrZ+KpOePhsppgMwnt8g50RFVUV0oQ7XCp8M6kJ8rcxkJS4UmBpJijSLagT3PHC4c5/MEQwpzDYVU6TV5tDODl8jOazHJHjq2bQPMziVxLFYnRMfzBkFIyHZm/ggBNQj9Z47uWOd5JMuWtGiB5MAiil5PsJkeJjqfGhv9t2yG4f/UW7tt6EHVexbhI5JnoiAZMRO/CaA61dV5Fb28zKcqc9209CPev3sS//eEQar2BdidSJnuOdyWtGEryJAiiUzBSMFz58lGl54mFjAeie3AtiredQUe1Xm8P1/+3QRBEryBRbNgZeXojiO5AV8pxSER7G7wlfRzX7cwEQfQqkl2xQhDXA5rHrYc8GARBJJVESWsttbAmiO6A3SRoyp5VFz0oO36eqpsSQAYGQRBJoyWRn0Sx4V5aLUJ0M8JhjjpfQCczvrHIjVSHmearARQiIQjimgiHOXwBGR6/DDDAK8lIS7EaivwYZcyrRsnCbYcw+vHXsXDbtWXlE0RH4QuEUHqwGiUFYzV9ll0HqzUhOaDryHR3BciDQRBEuwmHORr8QTRIsq5h05q52QCAvUfOtZgA19Wz8glCxW4RMHvCUKx8WT/X7RblWb0ryXR3BciDQRBEu/EFQ7jsC8Y1bFr58lEsnpoFoOUEuO6QlU8QgOLBULv8Rs91dX53JZnurgAZGARBtBuHRUzYPCprkKtVIj+UlU90FxJ1U3WqrdjJWNbRKf5HxtgLAG4C8CrnfHUz26UD+DPn/I7Iz2YArwBIBfAC5/x3nTHe3kxbpch7ibQ4kQBfIIRLDZJhh8nGQEhJ6GwhYZOqS4juQnPdVF02k2Ysx30eaeTX2+hwDwZjbA4AkXM+GcAIxtioBNv1B7ANgDPq7R8BKOec3wbgu4yxlI4eL0EQrcdhFtHfYY7rMLmpyA2HRWy1DLNaXXLiiZnYen9er41ZE10bo2Z96lwHupZMd1egM0yqKQBeirx+E8DtAE4abBcCcC+A/4nZ96eR1+8CyAOwvyMGeb3o6OZlBNGRCAJDis0Ms0nA1uI8OKwifJJSbtoWA6GrKA8SRHMoxrA1oQx3V5Lp7gok/UpmjG0GMCbqra8DeCHyug7ARKP9OOf1kf2j33YCOBu1b7rB+RYBWAQAmZmZ1zBygugYevocFQQGh6VpKXHZyEDoTvT0+ZlsWjKGyVhuIukhEs75Q5zzKeo/AJsA2CMfu9p4Tk9L+3LOt3DO8zjneWlpadcwcoLoGGiOEl0Zmp9ER9EZVSTlUMIiAJAD4HQn7UsQBEEQxHWiM/w3ewC8xxjLADATwL8wxm4C8D3O+aoW9t0G4DXG2B1QqlAOduxQCYIgCIJIBh3uwYjkVkwB8DcAUznnVznnf09kXETCKurrzwHMAPABgOmccyqMJwiCIIhuQKdkoHDOL6OpkqSt+55r774EQRAEQVwfSMmTIAiCIIikQwYGQRAEQRBJhwwMgiAIgiCSDhkYBEEQBEEknd4tM9YBkPQ3QRAEQZCBQVwj1H2VIAiCMIJCJARBEARBJB0yMAiCIAiCSDoUImkByqm4vlAIhiAIonvCOOfXewxJgzFWA+Bzg48GArjUycPpKvTW797c977EOb+rMwej0swc7S301vkYS1een150vb9RV5w3XXFMQOeMq1VztEcZGIlgjB3inOdd73FcD3rrd++t37urQ38Xha78e+iKY6MxtZ6uNC7KwSAIgiAIIumQgUEQBEEQRNLpLQbGlus9gOtIb/3uvfV7d3Xo76LQlX8PXXFsNKbW02XG1StyMAiCIAiC6Fx6iweDIAiCIIhOhAwMgiAIgiCSDhkYBEEQBEEkHTIwCIIgCIJIOmRgEARBEASRdMjAIAiCIAgi6ZCBQRAEQRBE0iEDgyAIgiCIpEMGBkEQBEEQSYcMDIIgCIIgkg4ZGARBEARBJB0yMAiCIAiCSDpkYBAEQRAEkXR6lIFx1113cQD0j/619O+6QXOU/rXi33WD5if9a+W/VtGjDIxLly5d7yEQRLPQHCW6MjQ/iWTSowwMgiAIgiC6BmRgEARBEASRdMjAIAiCIAgi6ZCBQRAEQRBE0iEDgyAIgiCIpEMGBkEQBEEQSYcMDIIgCIIgkg4ZGARBEARBJB0yMAiCIAiCSDpkgq6RtgAAIABJREFUYBAEQRAEkXTIwCAIgiAIIumQgUEQBEEQRNIhA4MgCIIgiKTTaQYGY+wFxtgBxtiqZrZJZ4y9F/WzmTH2F8bYB4yxH3TOSAmCIAiCuFY6xcBgjM0BIHLOJwMYwRgbZbBNfwDbADij3v4RgHLO+W0AvssYS+mM8XZ3wmEOjyQjzCP/h/n1HhJBEATRDD1x3e4sD8YUAC9FXr8J4HaDbUIA7gVQn2C/dwHkxe7EGFvEGDvEGDtUU1OTrPF2W8JhjlpvAAu3HcLox1/Hwm2HUOsN9IjJ2l2hOUp0ZWh+Xn966rrdWQaGE8DZyOs6AOmxG3DO6znnV9ux3xbOeR7nPC8tLS2JQ+6e+IIhLCk9jAOf1kIOcxz4tBZLSg/DFwxd76H1WmiOEl0Zmp/Xn566bneWgeEBYI+8drXhvO3dr9fisIj46HSd7r2PTtfBYRGv04gIgiCI5uip63Zn3bDL0RQWyQFwuoP367X4AiHcPCxV997Nw1LhC3RvS5ggCKKn0lPX7c4yMPYAWMAYWw/gHgCfMMZWt2K/bQB+yRjbCOAmAAc7cIzdGjVByG4WsLHIjckjBsAkMEweMQCbiibAYe7eljBBEERPITah024SsKloQo9bt02dcRLOeT1jbAqAGQCe5px/CeBIgm2nRL3+nDE2A4oX4xec8+5tznUQaoLQktLD+Oh0HZZMy8LmBblw2UzwBUJwmEUIArvewyQIguj1xK7XNw9LxaaiCUh1mLH1/jw4LGKPWbc7xcAAAM75ZTRVhLRlv3Pt2a83EZ0gBADr953EgU/rsPX+PLisnfYnJggAwLCfvtqm7U//x90dNBKC6HrErtdqQmf0et1T1m1KmuwB9NQEIYIgiJ5Gb1qvycDoAfTUBCGCIIieRm9ar8nA6AE4zGKPTBAiCILoafSm9bpnBHp6OYLAMMBp6XEJQgRBED2N3rRek4HRQxAE1uMShAiCIHoivWW9phAJQRAEQRBJhwyMbkZP7LhHEATRE+nt63XP9c30QBIJtAxwWnpk/I4gCKK7Qus1eTC6FT214x5BEERPg9ZrMjC6FS0JtPR2dxxBEERXIRmCWt19TScDoxsRLdBSkJOBsmV3onL1THglGaFQGLXeABZuO4TRj7+OhdsOodYb6HYTkiAIoqtwLTf4axXUUkMs3XlNJwOjG6EKtCyfPgqPfnMMSvZ+gjGrXsei7eWo9QVQevBzpKVY8eqSO7DzwUnwSjICcqhbW8AEQRAdQXPGQzjM4QvIqPVK7b7BX6ugVk8IsVCSZzdCFWj5/u3DsWh7ua5ZztLSCjz93WxwDqx8+ajWVbXwlkws3VXRa5OMCIIgYmkuARMAar0BeCUZj71yrNmmZM1xrYJaPaFnCXkwuhmCwOC0mgwn3pD+duw5fEazePPHDcbSXRXd2gImCIJINs15B9TPbkh1XPMNXhXUEljk/1YYF6pnBQD2Lf86CnIytM+6W88S8mB0Q9TYnmpZA8rEq671YfaEoaiq8WLvkXPIGuTq9hYwQRBEsmnJO/DR6TpUXfQYrrO+QKjD1DeNPCtr52VDYMCFeqnb9SwhD0Y3xCi2t2ZuNta/dQIrXz6KxVOzAEC7QKLpbhYwQRBEsmkuAVP97Nn9VVgzN7tTm5IZeVZW7D6K1bPHY+v9ed0uvE0ejG6IFtsrzoPdIqLqogfr3qzE3iPnYBIYsga5YBIYyo6fx8ZCd1wOhnqBhMMcvmCoxzfcIQiCiEZ9SIvNwVDXRvWz9W9V4qk545E5wAGfpKyV0WtkstfQhJ4VqwiBdb+1mQyMbgxHfDazYoXLqFx9lzLhLSK2FOfCaTXpLgBSmSMIorfSUgJm7GfggMumv13GrqFLpmXhgduGw2UztcnYiDZSvJLc6WGZjqT7jbgXEmsl200C6nxBnXGwZm42stKcKJp0IxxmEXXeYLPGQ7QrDmh7hjRBEER3prmOpi11Ow2HObwBWVtDC3IyMHvCUDy0o7xND2xGRkpzXufuBt1JujhGnobNC3LjjIOVLx/FluJcOMxiQuPhhQfyEOaKGw4cSO9j1Z2LEkAJgiCaMAqBAEoZa6rTooUzFk/NwsqXj7b5gS12rV6/7yQAGHqduyOU5NnFMUr6iS1TLcjJQEnBWDitJngDIdjNYtzn6+ZlwyvJTaIx2w/hZ7O+hpJv3aRtRwmgBEH0RGJFtUKhcLMChImEti55Jfgja3J0En17K/aMci42vV0FZxtLW7sq5MHo4hhNwOjyqYKcDDz6zTGauNbNw1KxsciNf/76Lpyq8eLAqUuY9tV0BEMcj+6u0PZZPDULA1xWzMkdCsaAN45f6NauOIIgCCOMvMAbC93Y9WE1Nr1dFRfOULc3EtpaWlqBF+7Pw3PzJ6KP3YzNC3LxQVVNu0taE0kOdNeci1g6zYPBGHuBMXaAMbaqtdswxkyMsWrG2DuRf+M7a7xdBaNyqrLj57GxyI3JIwboXHOqh2NpaQXOX/XDahJQfOswmEWGzAGKaIxqkKgy4w9tL8fM8YPxwgPdrwSKIAiiJYy8wEt3VSB/3GBDAcLmhLbS+1jhDch4ZOfHGP3463hoRzlyb0zFyIFObU1uKml1Q2BoVlq8JTnx7t7srFNMJMbYHAAi53wyY+x3jLFRnPOTLW0DIAVAKed8ZWeMs6sRDnOAA39cOAkXrvoR5hxf6WuHV5JhFRm2FufBYTUuaxrS3477th7ULPbnF+Ti5mGphrHCpaUV2Hp/HhkXBEH0OBKVfmYNcul+dlhEhDnXtjfySiybPhqlB6tRUjAWWYNcqLrowa4Pq/GD20fAaTFha3EuHFYTqmt9eOLVf2jiWIke3pqrZukJlX6d5cGYAuClyOs3Adzeym3+BcC/MsY+jHg34gwixtgixtghxtihmpqapA/8eqF10tuuxP+Wv3QEHMCPX6rAQzvKUeMN4NDntfBEypqiUVU9oy32bR98hg2FblL3vA701DlK9Ax6+vxMJKpVddGj+7m61ofRj7+O6lpfQqGtG1LtmD1hqOYBLtn7CWZPGAqbWcCD2w7BFwyBhzlEgWFF/hjsfHASwlypOEnkhUgkJ94Tmp11loHhBHA28roOQHort/kIwHTO+S0AzABmxe7EOd/COc/jnOelpaUlfeDJoD1urkSKbo9MycKBT2vxSvkZ3JTRF394/zMDtTk3Nuw7oTveprerMMBpQYM/SOqenUx3mKNE76Wnz0+jMMTGQjf6Ocw49eQsvPPoFDw/fyLWv3UCcphj/VsnsHZeNmoaJOyvvIDnF+SicvVMlBSMhUcKxYWkV758FB5J1rzBVTVe/OTPR8EB7PzbaQRDYSzaXt7qjqzq/aInNDvrrCwSDwB75LULxoaN0TZHOedS5L1DAEZ15CA7gva6uRJNrlHpLhwvyQfAsTDSUbWqxqu57Br8QQDAiIFOAEDJt27C7AlD0Mduhscvo6L6MtbOy8aK3fqkULuJCooIguj+GJWWpjrMWulng18GYxwPbf9Ytwaq7D1yDrk39sOW4lwwMCzcfkgLk5x6cpbhutzHbkZBTgZeO3YeWYNc2gPhc/Mn4pGdH8eXrxbnAQxxJajR94uSgrHdPgG0s+4q5WgKi+QAON3KbXYwxnIYYyKA2QCOdOwwk0973VyJ3HonL3iwcPshNAZDmo7F3iPnkL/hXYxZ9TpSbGY8svNjPHDbcDx33wTMGj9Yl5B0U0ZfpDos2Bxlle86WI06X7DF0i2CIIiujBZajiotrfVK8Eiy5kV4eEc56htlpKVYdYnxK/LHAFDK+r/xtXQs2l4Oe8yD3rkrjYbrcoNfxoZCN977yVR8ebURQJPhYWSQ2C2ioTcj+n5xPXqhJJvOMjD2AFjAGFsP4B4AnzDGVrewzasAfgVgB4AKAAc45/s6abxJozVuLqMQSqKGZs/ur4oYKRVYNn207rhqXPGj03VwWkXcPiotrl370l0VCHGOOm8A/+fFCuRveBfr951E6cHPUeuLvzDJyCAIortg/EBXgcu+YFy4WW0KCTQlxs92Z+A/5oxHX7sZf1w4Cb6AjN9EeTcEBqydp7/pr52XDX8wpOXKiYKAD1ZOReXqmfD4jXPkqi56DB82o+8Xe4+cw7o3K1FSMBYnnpiJrcVtr/S73lUoneJn4ZzXM8amAJgB4GnO+ZeI8UYYbHMVwFUA2Z0xxo6ipTrn5kIo0dnFJy80NTQDlAsic4ADp56chaqLHpQdP4/ZE4Zi3ZuVWDItCw1+OaH17LSasGh7OdbMVX61e4+cw3cmDsXS0ooYV16FUqliEakpGkEQHUoyGocleqC7IdUR9150FcnNw1IRCIbwxHfGRyTAm6S6Nxa68dx9E/Cj0gp8pa8dP36pQldFsq6sEs/c48as8YOxeGoWBqVY4ZFkcM7hlWQtTKIeb0OhG0+8+g9tHNEPm7H3i71HzqGmQcJTc8ZjYIq1zcbF9a5C6bTAO+f8Muf8pYhx0e5tuhuxnojl00dh84JcOCwiPJIMX6DlEIpPCqFk7yeacQE0ZT2rmcyFt2Rif+UFZKU58f3bh6OP3QyfFMIHP52GgpwM3X5eSXEPRrd2H9LfnsCVJ8AjybCbRZy93AivJAMM8PgphEIQRHIwCm00+IPKOtOW5PgEoeUv6nyG76leiOfmT0S9JKOmQcKS0niv721ZaahcPRMN/iDyx6YjvY8VjCm6GPlj03HuSqOmLzR6lRKOPnfFj92HvoAvEMLW4jxUrp6JzQtyYRKAiZn9ULbsTlSunglv1HdT7hfuOM/1hn0n2pzc2RWqULpHpkg3JrrO2W4WUOsN6Bri/HHhpIQhlFqPYn2m97HimXty8OOXjmj7rZ2XjaffqNRdBC/cnwdPQIk1Rm/362+Pxcq7xuDl8jOYkzsUQTmMn//r11DnDWJUugvvPDoFfgNPy2+K3Kj1BrA0yppfOy8by1+saLG+myAIorXE9uRIS7GiQZJ1yeibiiYg1WFGoxzWNX6M/Tm+DbsbFlHA5BEDtIZi9982HCk2Eyp+8U0IDAhxjqU7K7DzQeP12GUzYcRjr+Gjn01D7o2pOo/ExkI3XFYT/m3bIZ0HeOXLR1FSMBY/fukIthbn4Ys6HzbsO4ERA50ovnUYrviUhPxQmIODw+NXvDdOqwlPzRmPG1IdiofkzUrUNEhtTu7sClUoZGB0Amqds0eS48IQas11bAjFK8m6Cy7MoYm4eCMeBdX7sPfIOXx0ug5hjrjjr9h9FE/NUQRQ770lE28cP4/7Jt2Iy74ASvZ+osui/s333PjRnyq0i/C2rDQ8tKM87nglBWORv+Fd6r5KEERSiL0ZLp6ahRW745uHbV6Qqz2gLZmWhcJbMuM6j6Y6zHHCVQCwtTgPdouAS54AHo56yFszNxsZ/WwJxbVuHpaK+sYgCnIyYLMo4WWdUOGuCmwpzk0o5vXR6To4rCKmlLwDAPhg5VR4IjLk0WPYc/gMiibdiFSHGf0dZnxR50PWIBeWzxiN/g5zm5M7u4IMOdUmdiJGFuWGfSfiXGKbitxx2+49cg4CY/jyqh+Ltpfjqz9/AyV7P8Gj3xyDgpwM3DwsNaGq5w2pDtyQ6sCyXRX4+uhB8EhyvBuwtAIWUcRTc8ajcvVMFN86LK6pmno8NXapWsNUcUIQxLUQG9pIJAjotJq0dSt/3OC4JPYlpYfRKIcNhasagzIa/DKWxeyj6lgkEtfaWOhGKBzGYzO/mnBNdFpNuHlYKgpyMlC27E6cenIW9i3/OhoDshJaaZS1UHVfu0UznuQwR1qKFWHO8cNvjIJXkiHJYQRCYTz2yjGMWfU6HnvlGAKhcJt/py3JkHcG9Oh5DbQ1KcnIohwx0AmzKGgusS/qfLCIAiQ5jCXTspA/brCWTBTiHD9+6YiuYdmQ/nb86ttjEQpz+CIXSazFerHej3q/rCWGAjB2A1pNYAxgDOhjN+PkBcWaT0uxYvHULGQNcuGLOp9WhqWWzZbs/YTCJQRBtJnoNXTzglz84YPPsOntKnxRZ+zZrbro0da+UekulBSMxbP7q3TJ7w6LiHCYwy+HEA4DDquoJW4mCoGk2MxYMzcbK18+ivVvVeKpOeOROcABj19GMBRCP4cVjYGQ4lmOWZfLjp+HV5Lx/PyJcWGdZ+7Jwao9x3GhXtKS6h1WEel9rChbdidGpjlR5w3EeGHcKD1YHZ9w30ZvcXMy5J0FGRjtpC0ZuokuopuHpeKB24brwhAAMHnEAGwtzkXhpExd/oOar2HUQfX5+RMhMIZNRW5dBvTaedmwW0SUffKlFnrxB41dZ2evNGJIfzuWv1iB1bPHo+z4eWwqdEMKhXUXzbp5OVg+fRTuvSUTAxwWpbOgzQxvQIbT0r3bCxME0TkYdjktcmPxtCwE5TA2L1CEsdSbeOGkTJSfrotb+6Kr4W4elgp/IIRARNNHXbcqV89sNgSinkPtklrfGETZ8fMYm9FPd65tD+TFhWU2FrphFRgkIC6s8+OXjmgh5ZUvH8WGQjf8gRAev/trKD1YjftvHa55YdR9lOq9XOSPG6wZT9G9UtpiKKjheQDXJZRNBkY7iU1KUt1zLzyQhzCHZjHaRAF1jfpESfUiagyGEyfiWE1YuL0caSlWvLrkDmQNcsErKTXZk0cO1KnDRSdEpfexatb32cuN2Pf3C5gyZhCKbx2GOROH4v2TNcge2i9OzXPtvGyYRQHVtT48MiULVxsDmJM7FHKYx100j+4+orUpjr0AyZNBEERrMFpDl5ZW4IUH8uCVQnGGR6rdouWFRa+LX9T5sPKuMahpkLCpyA05zHHFF9S1WlcNi2f3V2HdvBw8uvuIzkDZc/gMCm/JhCSHEQ5z9LGbMSItJa4xpBTmKP+8TmeIHDh1CbePSmtVSDktxYoGv4zSg9WYPWEoXDbjfRxWE0r2fqIZTzUNEqprfZi+/n8N19lklPh2BJSD0U6MDIP0PlZ4JVlXalXXGMCuiLsrOt+hMRAG501hjWhUK/zp72ZjQ6EbVpOAH79UgUXbldbAfWx6fYvohKg9FecwZd07uG/rQbisJswcPxiPvXJMU/KceGMqvtLXhnVlioCLqua5rqwSaSlWbNh3AiPTnAhzIKOfHel9bZo779STs1C27E6k97HCZTNh8siB2HP4TMIyqOst8kIQRNcldg0tyMlAScFYhMOIb69eWgF/KAyXzYT0PlatJFTNUbCYBLzwQB6cVhOcVlNcq/UDpy5hY6EbNQ0SAK7lmj03fyIy+tlQ4B4CUQCkYBgLXvgQNQ0Ssga54tY+u1nUqkhGP/46Htn5MXJvTIXdLMInNd9UTfUgp9hM+M7EoVj58lHN8IndxyeFtPyQX317LH7zPbfWK8VonY1XL22+30lnQQZGOzGqt142fbRh8mT+uMG67dSs4lpPAGHO8cw9ObpEnOfnT4RHkvGTPx/F6MeVC2j5jDFIS7Fi6a4K1Mc0LEuUEGUWhbiEpmW7KtDgl3GhXkL+hncx8mevIX/Du7hQL8Hjl5E/Nh213oB27poGCY/mj9F1D3w0fwxqPRIe2fmx0lnwWzdpF2FJwVjYzQJCoXCXnfQEQVx/otdQNexbsveTOHluoCm3whcIYdn00XENx5aUViDMAZtZRNVFD76o82HJtCxtXZo9YQjKP69DScFYDO5nx4Z9J1B10YMUmxkX6v0QBYb+TkXbYkOhGylWExqDobi1rzEYMlRHbgyG4A3IcQmia+dl47l3qrRkUbPAUNMgabpDRkmla+dlQ5JllC27EzsfnASTIICBab8n9X3wJs/F9da7SASFSFogketJzdCNduNlDnA06yJTiU6O/M333OhrNyuKmVbFCubgcXE5tab67k3vwWU1YWOhW4sDJkqISlRVEp3QFB0iCYRCuH1Umq4MKyCH8ZM/692EK3YfxdbiXGwtzkNADuHbE4bg32Pqwp1Wk2EIKTZRqau69giCaB/NXdPRn4EDz8+fiId3fozFU7M0oyFRnoR6rETrrHq+suPn8YPbh+OB24bDaTXhy6uNEBhD/rjBqPUoD1Lr73WjvjEIHuYwi4I+p0KVBufxORXNVZH4AyHsOXxGU/n0SjIEgeGZe9youujBrg+rUTQpEzazoMkTqMmp0c0qGQBPRFwxek39z3tz4JFC2PbBZ7g7ksO3sciNAU4LSgrG4sCpS5g8cqCWfGo3X3//wfUfQRcm2vW0/MUKXGqQNBVLAFqG7oknZmLr/XnwJgh3eCRZZ6FuKHTj2f1VyB+bDrMowmYWcfZKI/7r/51EKBxuNpanuNlC4ADW35ODE0/MxECXJc4LsnZeNhqa0cFf92Yl1s3LRsUvvok/LpwEzoGPPqsDA8POByehbNmdKMjJQEa/RAqfJizcfgi+YAihcFjfOGhXhXK8VvRgIS8HQfQcmrum4z7bfgiBUBgvPJCHUelNXtjmmnwJAksYilANkPtvHQZfIISHdpRj599Ow2UzY1AfG85faUQwxPHQjnItvFHrC2DXh/Eh7IsNkqEnJdEa75VkOK0mfP/24RiVrhgXosDwu/c+RdVFD7IGuZA/bjBKD1ZDZAI27DuhfcfXjp1Hyd5PUOeVYDUJAGP4Sl8bSgrGYtb4wdqaeu6KHw/vKMfsCUOb3i+tQNVFL8qOn8es8YN13pbo37saqm7wBxEKhzstZE0GRjOorqe0FCuWzxij5TIs3K5cNAB09dZ2s4gNhe44Y8JlFfHc/In456/vUjKjLSb85705mJU9GA/vKMePX6qA1STgh98YBTDFhZZI7nZjkRvb/voZBrqsuOPp/Vi2qwIOqwlPv/HPuJwKl0XExpjxbCx048CpSwAADmDhdsV4spgE5A1LxcLth5pCId8ck7B7oNqsZ8Xuo/D4Q3GNgxxWMeEiEPv77YquPYIg2k7CazoQ0q2nry65AzsfnASvpFzr0eEStcnXU3PGaw9v0QmNDkvz+g6CwLDrw2psKnJj7sQbkGIz4dwVxYuhlvlHh4yNQtiZAxxoiAlFA4BZYIZrqllgqPMFtI6tD+0ohy8go+iWTN1Nf/aEobBbBFyol/D2Py/gufkTceIJJRckxWpCgyTj4R3lujW4ICdDa8amtnj41bfHau+rxktc6Ka0Ar5ASGfULdpejrOX/fjde592ysMc47znPC3m5eXxQ4cOJe14Yc4x+vHX8eqSO1Cy95P4UtIod384zHHJK2HXwWqtRtoryfigqgY/Kq3Q6pvNooBHdn6MkoKxKNn7CdJSrHFlV+vvzYHdLOrkaDcVuRGQw/hKXxvGrHpDN6YPVk6FwBjS+9rgk0JoDMoQGUM/pwX+QAghzuFUFUBNIryRG/jDkWzsR785BmHOdVnX6nfcUOgGA3QuxDVzs7XGayaBoXL1TADAyJ+9pu23/p4ciCLTVc/EZT5Hfr9y1CQ3CQwnnpgJgSUu9U1CKOW6xWCSPUe7IsN++mqbtj/9H3d30Ei6Ld12fjZ3TQPA8hcrsHzGmJjKMzdSHRbU+YIoPfg55uYORV+7JRIyVsIMNpP+eo/VufBJIdjNSt8ksyggGArHaVL8ceEkw7FVrp6prV2Asn6VFIxVSmNjSlL/8EAeGAAp3LSmWgUGDuCBPxzSrZ/Lp49C8a3DkGIzo+qiB8/ur0JNg4QtxbmQ5BD8QX35//MLcvGwgWSBeq94as54SHIYd296D5WrZ+Ls5UbsOXwG+eMGY2SaE6dqvFp45Nn9VXjt2HmceGIm7tt6MOExr0GJuVVzlHIwmkG1qhMlUeq64AVDmkz3+n0nATT9IaMTkZ6aMx4HPq3VjvnqkjviSqGWv3gEm4rcWimUxy/DaRXxRV0jpGBYK7faVOhGGEoL4VjtC5tZ0HqGrJ2XjZ9HxF42FrlhN4taBrd6/mgBGlXIJmuQC42BEEwCsKVYqUmvrvXpurpGNxIyCUxbMJwWEywmQdvPKBbrjajcqReEWsceK2XbFboCEgTRMonkqatrfRjgsugSNAG9iFSqw4ziW4fBI8lYuP2QTqzKaQkjxWbWXe9GpawCAy5HenxEPzA115ZBDWEbPUABqsS4kjzKAFzxy3E6GP1iyk0LcjIwe8JQ3UPimrnZ2F95AQwMqU4rfJKMF+7PgySH0cduBmPGYeWsQS6smZuN9W8pXVtVD3LJ3k/w/Pxc/PfhM+jnMOtyNtbMzUZWmhM+KdS8hHkH9yWhEEkzqImcahJlNGrcTeuClyDzOTrBU5XtBprqshMZLwNcVmz/62mcqWvEQzvKMWbVG3jslWPwBGQ8v2AiHr/7a7CYBFhNQlzlihq2eGRKlvaz+nppqZIf0eBXFOnU86vjic7mHrNKCQdd8gYgySH4JBkOq4iaBkmX69HPYUYfmwknnpiJp+aMxxOv/gP/tu0QLnsDWr4KohxlqsGwaLveFbh8+ihDKVsKpRBE1yU6xi8wNNsNtLkEzUY5jCu+oE5GWxWrUkMsKkZrwtLSCgRlrrVGaE1bhjVzs/HfH5/RwjElBWN1xsWmt6sAcMz/7UHkb3gXUpgbVpFIYa67R0Qnrarb7Tl8BjPHDcbC7WoOSjk8kgxBAH78UoVmAEVz87BUNPiDWPdmJS7US/iizoc1c7Px7P6qSMK+IhdgJH/+wG3DIQhIGOKODVl3BL3SwGitPoMqtTqoj9VwYv7+/c9Q65XgC8gt1kCrP6tP+2oiUyLjpbrWh/xxg+Mm6dLSCjAwpFhNAGPoYzcbXrA3pDowKt2llY6OTHNqnzmtJjDGsPDOEWjwB1G5eiZcVhHr783B8hnxJWCqwSJHMq6fX5CrxEaL89DPboHLYoJJFHDf1oOYsu4d7Kk4h/yx6bCYRQzqY8PJCx787v2mmJ/R4rDy5aP4/u3DDb0SXaErIEEQ8cQmbv7bHw7BLApYf09OUz5Y5ObYGAw3n6BpEQ0Ng49O1yG9r01XFZFoTUjva8O5K426dVUt7XzmHsV7q7ZOV8dW8pdJ6HqQAAAgAElEQVS/Y/r6/wUAlB0/rxkXgNJRGoCWd9FcFclvvtd0jzB6cDTMk9hVAYBhRf4YrH/rBNbOiy9ZLdn7iSYiZhaZZgDdPCwV3oCsS5CNHpPLZoJVFOLyVdbMzVZUmjuhL0mrQiSMMQbgWwBGAjgN4H84523vvtIFaKu7XRAYHBYTbCYRW4pz4bCYtCqMvUfO4cCndXhqznj0d5ixscitV+wsdGPXh9Va6GBjVNvg146dR1aaEz+4Y0ScvLeab5E5IF5rP72PFSaBwRNQOrOWFIw1dPuphoyq/Lah0I2CnAzUNEiouujBqHQXfJKM7X89rcsZSe9jfAGpnpc6r4TSg9X4we0jIIfDURLhTRd8QU4GZo4fHNexsPTg5/jBHSO0xSE6FFN10QOHxTivoit0BSQIIh4jNc5Hdn6MzQtyMf+3B3VrrHozU8v70/tYsWz6aGQOcMAnheAPhnCxXmo2xJJiU4wMfzCEfcu/rrU0V/Mbqmt9MIsMNouItfOy8Ur5GcyeMDSmrYIyNvUcBTkZWD5jNADggduGAwA+veTFY7O+BrtZRINfxu5DX6CkYKxWRRI7Pq8kw2oSlXwSp1VLEI3eLpG32mU1QWQs0tCyKSTjlWQ0BkN45h43vqjzwSwKKD1YjdeOndeaYobCPGHop7rWB6fVpOsu65VkOCyisg53giRAq5I8GWN/AlAP4GMA2QAGcc7v6dCRtYPWJCh5IkqbzSVsJiJRAlPl6pmY/9uD2PngLai62JRoc+DUJcy4KV1LWLpw1Q+HRQSH0kysutaH9W+dwPp7cnD+qh9D+tu1CfBFXSM27DuhNclZ92YlJmb2w3cmDkWKzaTtCwAr7/qqTvpWzcH41V/+oRkmk0cMwFNzxsMsCjCJDGkpVi3E83BUnDBRotHmBblw2Uyob1TKnPo7reAcWo15el8bLlz146nX/4nFU7MMk2LXzctGX7sFAPC79z+Nu/A3Frkx0Gk17OWS5ByMbptE1x2gJM9rpkvOT6NEazAkTOpUvRLR+VdqciY4tAZk0Q9WDosJdouI6lqfbv1b/1Yl1t/rhsBYZD2Q4vLOrKKA146fx9yJN8BmFuCXFbXkaF0fQEm+LJqUiSWlFYoqaP4YXbLlxkgOGecctsi41e/4z1/lo94gB6OPzQSzScTZy41Y92YlAOAnd41pdRLnqHQXRjz2WqQPVR7kcFjXDkLddnNxLlyRXDizyPDo7qOGhQLqPaOmQeoo7aGkJnlmcM6/px2ZsXfaOpquQlvd7dF/jETWa9VFDz46XQdfIKS7sRbkZGD6Tem6hKVNRW488eo/8Mw9bkxf/7+Qwxwr7xoDu0XAuSuN+gk5fyIAhhS7CU/NGQ9vQI7zCqx7sxJr3vgnnv5uNob0t8MnhSAw4Gf/fUzn6lNLr+q8En70J/2FGa1hse2Dzww9MdEN2jYWuhEOKQuFJZIDEn28r/SxGcqoW0wCFm4/hPQ+Vvzy2+N0F5sa/jEy9LpCV0CC6M0kMvLtZrFF72J0pZ16DLWKITbZ86k546P6bbhhEgT4AjKeucetVcE1yiEt70zdd8Xuo/jN9ybgG19rWm9/U+RG/rjBcWvRprer8OAdI/DUnPEY6LJi4fZDceuQ2s+pvjGIK74mb4Q5kvcW3YuEATCbBC3xcmtxHs5eacT/+8cFTUCxutaH//74TJzA4YZCNz7+XLn/qCGRVXuO4Zl73Am9HWpVyKknZ+Gj03WacaeKdTUGQtr6bxKYofZQZyXMN5uDwRi7kzF2J4CrjLFVjLEZjLGfAvAmfSSdhJHEd6Jkl1AojEteSRPa8vhl/HHhJLzz6BTMdmdo8axn9ys3XodF1AnEPDbzq3EJS0tKlU6l0YItYQ54/CHdtvlj0yHJYTy8s1yT7F5aGp/Is3hqFvYeOYef/PkoPH4Z9f4gLjZIuFAvad+jICcD+5Z/HYBynmiDYsXuozoNi01vVyHVYdGSnjYvyEX553VYv++kLm7oC4ZwyRMwTDBtDDYvo76n4hxcCWKZ6sUQmycD6DVHyLggiM4jUaK1IKBZTYpEx0gULrgh1aFbK0WB4eXyMxizStFwqPMF4LQYrx2pTgteKVd6I626+2vIvTHVMHFyybQshDmHwyImlCW/IVUJ2/SxmXWiWL5ACNv+ehoX6iVwDlyol7Dtr6fhC4S0xEu7RUTJ3k/wja+l42pjAJwrCaaTRw5ERj8bnps/EZWrlRy2Fz+sRu6NqUhzWfDHhZOQYjVj3bwcNPiDWDItS8sfOfXkLOxb/nUEgiGUFIzFqSdnadsAinZI/oZ3Mf+3B3H2SqOuyi+6GKGzE+Zb8mBMjfz/MQARwK2Rnz/skNF0AkYS3+oFoXMdSSGEOceug9Wad6C61qeVfm6KlHuu2nM8koAzAY2BsCYVOzLNCUFgxjdRq4iy4+e1rn6D+9ggiPptZ08YonORJUp+yhrkwnP3TcBto9LgspoQ5hwnvqzXLGUjF2B0e+PYSpebh6XiVI0X+Rve1cIqI9JS4s7rspmaTXjaUOjGsogbccm0LAx0WbHzwUlavLQlOWAqSyWIrkMiz68tYkhEtzpIlEsVfYzm2qZHH99pNSF/3GCs33dSe7jZUpybMOdA3VZdP9NSrNhU6IY3EMINqQ58UefDoD5W1HkDeKX8DIpvHZZwHC6riBA340K9pCSDFoyFwyKi6JZMeCMPpFaTgKJbMuGwiNh75BwmjxgAj19GWopVa6nQGJDj1uC187LBgMj3qtN5btTursW3DoMkh3XraGFEuCvauwxA511W8/6WTMvC/bcOh9NigkdS8uQ6O2G+WQODc/5LAGCMDeGcn1XfZ4y5O2Q0nUAidzuAuJvazgdvwewJQ/GTP8fHtpaUVmBrcR7W3+vWHUON7ZUUjIXVJCS8ECaPHAiLKOD3D+ShzheIS2SMrQ5JdEFKwRByb0zFQ9vLdZPu7+euoqRgLIb0s+N373+quc+qLnqw5/AZzfOhJoRqGhaFbvjlME49OQvnrjRigNMCm0VE2bI7dVoV9Y1BXKiXsGRalpYkWnXRg7Lj5+Hxy/g40lgoa5ATtZ6ALky0Zm423v7nhbiW8YpGhwBvQEbpwc9b7GNCEETnkCjR2uOX8VBU2HZT0QQ4LKJhnN8XbDqGWkUX2w/p6TcqdcdXZbZVPjpdB7tZjEuMj9aJAJrWz1njByMQUkQEo9eZY2euIH/cYKTYzHh+fi62/bUpBBw9jl9/e6wWMn7unSo8+Z3xsJgFmE0CGAP6ORT9CikYjuSZ5WDbXz/Dyru+irVl/4TDakKDX47rabJi91E8/d1s7TtFe27UvlOxLeejq1DU4yzdVYEX7s/DD24fAYdVhMcv475/ycS/T81CnS+Ah3eW6763y2Lq1IT51iZ5/hXAKwC2APgFgJs457OSPppr5FoS6IySPyt+McMw0UZtOmakOOkLyLhYLyFzgENTrfvk3BVMHjkQfexmnbJmg1+GKyKgdfqSBxNvTIXLZtLyKADAZhHhj1jLYQ7YLQJ8gZAiXhXZTmRAIKIs55NkCEzJolYTRhsDYe14VrOAxkAIjqj9LaIAvxyCSWCQI8p46r6+QAgiY7CYBDQGQ5p6nRg5h8cvx+VnnL3ig8NiRv6Gd3Hk/37TMLHpqTnj0c9hhkkQtAsj+jixYjeJFD7bSZdMouspUJLnNdPl5qdR7H5jkRu7DlZrwoKAcm2/8EBenAjWpqIJSHWY4ZFkXPYFcUOqA5c8EuxmEU6rIuXtspl0TRPVJ/n8cYORv+Fd7fglBWPhsooIhnhcFcnz83Px8M5yPDd/ok4xOTbJ895bMjXPgJoLMdBlQWMghMZACEuivAYP3jkCnCtre4rVBAHxSp5hAF/WSzCLDLet2Y/JIwZoeRqAcSKsqiCqfif1O0arI49Z1bTfqSdn6X4GgNnuDDx+99d0xtbGQjdYRHwxdt19+rvZYAy6B7t2eodbtXFrdTBuAzAcQA0AT3uMC8bYC4yxA4yxVW3ZpjX7JQMj11GKzVhjoqnpWFOOQCikNJCxmUVIchieSEv0T2sakHtjKh7Z+TGWv1ih06t/eIeiC/+P81dxU0ZfrQnPwu2HFK9GUMaOA6fhC8qo8wXwu/c/xdnLfm1/pdmYjKuSHPWeEqdc/mJFk+78+5+izheAHA7jkieAhdv15/EEZJy82IB6v4zfvf+pTrP+9+9/BjkcRp23adyLos7xUGzznV0VGJmWoulupNiMwyiZAxxIsZkUgyrSmCg6z0PNL1HpDFEYgiCMifb8RvcHUYSomvjodB3CYRjG+aVQGIFQGI+9cgxjVr2OZbsq0OCX8X9erMAdT+/H6UsebF6Qq2lU7Dl8BoW3ZKLs+HmdhsOz+6uw5o1KCIxh/m8P4u5N76GmQcLGQjf+eqpGMUAsSsfpRHoUscJUy3YpfTscVhPCAJ7+bjYqV89E8a3DYBEFcM6xpLQCAhQlz+i18IpfhgBFEuArfe3a7yHFZsbox19PKKBVddGjJXY+u78q7rNYjSTVix1NdG5bdI6c3WxCeh+rlr9RtuxOpPexYkh/O77Sx6b1QInt85JsWmtgvAjABiUHI4cx9l9tOQljbA4AkXM+GcAIxtio1mzTmv2ShVHyZyIRLLXp2O/f/wyjH39daxyjJoP2sZngtCqNxtyZ/TW31iNTsuKSPle+fBSTRw6ME2BRxa2+7R6iJYAaCW95/KG45M9o5c6VLyv7rdh9FGGOuAtrxe6juOILYmRaCpZGGv9Ejy1/3GCEOQzHF32OFfljULbsTux8cBIExhAIKTIpCYV1pBAag8o2zamgtpQ4RhBE5yAITJdo3RhpWxDNzcNS4bAaX8+K4aFfRx7dfQSLp2Zh+fRRGNLPgT988JkWFnngtuHoYzPhgduGa8J+TquAFflj8J/3KqJTmsFTnIe/n7+KySMHKho/cgi7PqyGx6D7aaIEU6fVBM6BxkAIdouAH79UgUd2fow6XwCOSL5Zc0qe+5Z/HV9ebdR+D1UXPZDD3FBASzF+nFh/Tw6soqBTR1aFsPo6zLou2WXHz8c1WkuojGoV8Wh+kyJzyd5P8Gj+GNQ0SPjqz99QOsl6pA6vxmtt0GUT5/z9yOvvMMZ+0cbzTAHwUuT1mwBuB3CyFdtMaGk/xtgiAIsAIDMzs43DasIo+dNIPEvts/Hb9z7VXINqbEzturr8pSOae+2H3xilTYBEE7s5NU7GmjwpRvs3l/wZ/bo154lN+FR/bk4jX309pL8d921tEtbZWOTGLwtugjcgx+VarJ2nuOnsEYMhsZCW3FRPn+BCSHITtA4hWXOUIDqC9s7PRAnz6kNF7PWcyPAYle7CkH4jtHLR6F5Ozy/IRYM/iId2lGsJ69E5cevvzYFXkjHQZcFNg/tqvT8qV8/EprerMDd3aNz6k0huQNXeWDZ9NFKdVvx69jgwxhAKh9HgV/ZpLrF90fZyrJuXg+XTR2H2hKGaHka0gJbDIuLkRQ9Wv/oPAMDyGaMxKNWu6Vt4JBkOk4j7bx2OFLsiwKWEb6z4os4Hq1nQFR2cvdyYUPgrUd5HdJVOR+e1tfbIbzHGfgPgpxEFzykAftWG8zgBqEmidQAmtnKbFvfjnG+BkhuCvLy8dreGTZT8mQLo3rObBDQGw1g8bRTyxw3Gs/urEjYuW7/vpC5LOVGiZn1jvOqb6inp5zBrddhG+6telkTZ2NH7NXeeVKclLotb/Tm9j7XFc1TX+uJqyTcvyIVFZJDkMJ6aM17L4nZZTbCZhKb2ywkWKqel6WnJiO7SBC1Zc5QgOoL2zE/VsB/gskQUjkU0BsNwmEVwzrF5gdLkUE38Lpp0Y0LDo7rWl/BBKcVm0nK4ypbdGXfTXP7iEWwtzkNDRPxK/Uxd877S146dfzuN5+crQoFVFz34oKoGGwvdOrGstfOyse/vFww7vQoM6OewYFORu1klT9Ujs6U4F06LCYunZmFiZj9MHjkQWYNc8AVk7PjbafzfvX/X9lU7nr5SfgYlf/k7Sr51E2ZlD8bSiAhYk9KpUpkSDIXxkz8fxR8XTsL09f+LWeMHxyXLbix0J/QKZ/Sz637uKs3O/gagEsAbjLHB7TiPB4D6zVwJzmu0TWv2azOJepHEugAFgSlS4eaIcWEWUBvJhVDdeL/+9jhc8SnyttEeBrV+WY0FTh4xAM+9UxXnKlszNxsHTl3CxpheJ2vnZcNlE/E/FWfhsimyt2XHz+t0NiaPGACXTTTc97l3qnTutrXzsiEwYENh/Lb9HGacqmnAxkJ3XLyz7Ph5CAxxrrnoc2wqcmPDvhO637Fq1UshDqtJwMAUKxgDBqZY0cdmhig2/SkTxXdV5b9EfWOoCRpBdD6x/UcWbS9HnTeohTDrfMFIg0bFNV84KRN9rCLs5vi+GGvnZWP9WycM8wtuHpYKf6BJ92FIPzvS+1h126i6E7H5cs/ur8KmIkVi++ujB+HhneUY+bPXkL/hXTzyx8PY9WG1To9iXVklJo8cqAtBK2rHIfR3WtHgl2ERBVgFFrcWbix0wxp5oFFu2iaMXvU6yo6fx6zxg7UwxaLt5Zg5bjBKvnWTNs4l07JQ3xhE8a3DULbsTsy4KR1LSxVv+Ir8r+KxV45puXVeScaBU5fw3PyJmqGz98g5rYS2cvVMbClWdIsS6T3FPkB2dF5ba6tI9nPOp0bKU/8/AEM45ze2+iSMFUORF1/HGPslgErO+Z9a2gaKh6XZ/aJpTYZ+W596Y9Xnyo6fj5e4LnTDYhK0sqK0FKtOvvt4yTfhj7Tk9UkyvJIiduWJVGqcqvHib59ewtyJQ3XVHUDXrSJhjMFuFpW68hQrLjZIcRndamlsnVdCqsOiMypaQ0t/q0TS7SeemAlwNOfF6HJZ+j0JqiK5Zrr0/Gyu3QIAw8+eX5ALcK7kbshhTWto1Z5j2FNxTuviHL2u/tf3JiDEuS5ErZaQRrdAKCkYCwBx1SIHf/YNAEBaijXhOuHxyxAYsHB7OXY+OEmr0jAaj1oVIgdDcVUkJrOoSX2rFSFly+40bJnw/IJcfHnVj5FpTtT5AnEh+Cde/Qd+/E0lFGS0r8sq4uiZKxjSzxEnWV7+eR3yhg1AqsOMOl9QX/UT0cjQKv5iWjO0MdycVKnwXwEA57yCMXYXgH9v5X4qewC8xxjLADATQCFjbDXnfFUz2/wLlCbfse9dE0bNeZrTWIhVn0NUoqW6/64Pq/H924cjc4ADmxfkQg6FsfhPTeeQI0/hj0SVYKlCK9m/fBOAMnm+M3GoJgOrMnnEAPxx4aQEZU534exlv2EtuXoBvvPoFF0ttXpMtYlarF7+piI3GoOyYYnTunnZuNoY1G2//t4cLTM8egxWUUDph9XAOMWC37wgFy4r036nrZnELf2tEuVuqE1+ulqohCB6Ai2JNRl95rKa8EWdD6IoNK2zDJrisLpeqRLdPkkp5/9hTDuBFbuP4qk54/HasfO6cvaJmf10YZCy4+chCkAwxLX8ibgcLymEYCgEsyjijwsn6ULI0e3W1XM/svNjbCnOjettMnnEAGwpztW8vmruRaKcuxSbCZe9Ai7U+/FoTMhHlUsf0t+ecN/6xiCyBqXAblYacKqGjt0s4o7Rg7Q1NTrkf/KCB68dO4/8cYOxeNooVF30YIBT6QvlkWTFO++NNXauPdzcqkdKzvn+qNf1nPP/aMtJOOf1UPI2/gZgKuf8SIxxYbTNVaP32nLeWEKhMMCBnQ9OQtmyO1GQkwGg+VhUrPpc7KQpyMnA7AlDtbKlh3aUI8S5zpVnt5iwrqzJjVVSMBbryirxlb72JjdbkRsfnKzBunk5OvfbM/fk6GTFVVT3llFr9eUzRmv794vJRI4u9Vo8Nb6qZUmpUuJkNLm/0teOp9+o1GTEn/5uNlKsZk0rJHoMcphj9oShmnyu02qCXw7pXKsLtx3SWri39LuPHof6t1JzN2K/2/q3TlCohCA6iITtFqRQwrWq6qIHN6Q6dK0AwLmu9UJNgwSnVcSOA6chh8PNlrifeGImnpozXruZT/tqOh7eqQ/LiIKANJcVLqsYF1peMzcbJgFoDIY1eYADpy5h84JcnHpyVsIW6CJjhi3VRcbw/Pxc7Dl8BnuPKB4Zj9/4d3HyggePvXIMFpNgGPJRDSyjfb2SDDkcxqLt5fjqz9/Aou3lqPUo8ummiPGmGgRqeN8rycga5MLkkQNx4NQl7T7mC4TQ4A9i4bZDqLrojatGTMYampSchtbAOb/MOX+Jc/5lW7ZpzX6tIRQKKze37Yeayna+OQYFORnNxqKiL6Zn91fFTZpoSzf6Jr1s+mhtm6qLHlyol5C/4V0tDnihXkKDP4jK1TPx3PyJGOC04EelFQA41t+To5Ve9bGZ4DAbXyCJMpozBzg0Q+azSx70s5uxtThPd1HuPXIuoYXtsIoJF4m9R85h+vr/VX6nYZ5Qyz+9r007j7pvovr4RJO4pb4xmpVenNdkuEXO2RkJTATRGzEy7NUmXb9//7O4nDA1l+uLOh98gVBTDkfkoeyx/5+9d4+Pqjr3/z977rdESAw5iZACJkQbSAaCUlSsIhrQc3IoiCY1grWi+MMGDqLUSvvLOaIcRCnkHF6gaKtAmyjV0vQAYilYFSlKIBCoBiJghNAkJkAy99v6/rFn78ye2XtyIZcJed6vV16Eyd6z18ysWftZz+XzvF+N5++7Ea/MyYZGrcJdNyZj82dnFW/QrU4vFpdXwahTo6nNLbsGLyqrgorj4PIGJC0chHXiRP0leANM3GDdOy4FWalDxNwRJe0Kg04tu1k06NTwBfyYOX44Jo9OxMI70/H2Z2ci1u21BVas31cre58QrtHm8oHjIJuv99tPz8DlDUj6SRWXHYHd44vYqAnv8+Ob2w2ve8elYPfxC2JOSFsweVTxXnCFa+ig0V12eP0RMqvL3uPdbWa9RlFjIbTCYWf1BcwYmywpXVX6YNISTZg8OhFfnG0R65dD42W8St15sW7b5vKheGo6kuMNqL/kkpR8CpZxuNz3o7eNlnX9nWqwIW/tx2Ic8advHxLLZgtuThNrrpUqUM5fdMpK8Qq7BeGYtEQTTjVIK1vyc1Kx5G7+S7PwznSkJ5kxc/xwbD9yTlKyG/peyU1ifocD/G7+JEnr5nA9DJWKAzig6I2DkS7QXpK/JYjBTLj7va7ZIQnLZiRbJFUk24+cw6zc4YgLrrPhoU8hmTIt0YQ2pw/vV57Dmj2ncNeNwyLWzXUFVlTVXUTF0XpMSBvCh14VPB1xBr7zaHg/JmEdDG2aFh4SEbQrwlsZ2N0+cbMoMHl0Ip+LodHgP/9cLbZfv6+0FrVNdsm6nWjWie9T+H1CWGff3n8GhTenwahVY0PRBMQZtKhttImbpwOn+TYMoc9j0mnwnd2NRLNOrOaRCzEvKufbWAi9XZ7ZxsuSR+sNdSVr6KBZfaPt9qMlBMqVrxo1KvH/SmVLNpdPUppp0qmD5Vz8l27vVw2YekNyRLKoPSTsAfCT4u3PzkRI264rsMLj88tqTAg6+hFfmmB9uTBp/3nZKTZcC53gfzx8Dg/enCZ+edtcPry9/wx2Vl8QLenVu2uw8M50sbJFqbHaugIrtBoVnrorA3Y3b0SFSgvLTWL55E4rzHoNDJrInI1oDewIguh5hIq7AGOYtuZvkvywn5VVoWbFdDg9flHjQqWC+N0NDX3KJVOump2N2iY7NGo1yj+vk9ygyz+vQ771OmhUHFqdXri8frTYPYq5WMJjAdae3yG0JZh3yyjxvPCNYqh2hVHHJ7PHB9coOaNHq+Kg06qxs/qCKFku16cpb2yKZIwNl13B/DQNToUZEa/MyUbKEGNE/l24XpHgIRZaxX9nc2OoSYs4Gd2j5Hg9rhtixNcv3YvaRhs2fMTLLPzHO1UR5a49sYYOGgMjWv1ynEEb9VzhywSg/d9gRYRZp5G5uVmhUXFiLM2o47uujr7WLHbDK8nPijAkFpVX4XfzJ0VMitK9tfj/7kznLeNhFri8flx2epFo0UPj9olCLI2tLtFtqFFxst6V0r21eOquDNFDUjw1XTLBtx85h5njh+PFHV+iqc2NlbPGwahT45FbR+GpuzJwqsEm6RGy9J5M0bty3RCjKJYT+po2FE0AY0CzzYO5t4wUx6E0ieWTO3lRGDlDUEnDhBI8CaJ3UUq0dnoDsBiCa6VBo3iOXDKl0OwrfZgF9+2tlWxINCoOT92Vga9emC5W03F2d8RNX6jGEKg4Wi9qTggdWoUQxrL3jsnu4Bta3QgwhssOD0YkGNFi9yDRosc/zjSLmy+by4fDdS24fcww2Fw+1KyYgdpGG85dtKPg5jTZKg+hseSq2dlYuesrseIu1Csi5Lwp3bdCG1QK3mWhZPe596t5WYLg30O9y0vzMiWNJ1fPycZ3Njd2Vl9AepJZfF09tYYOGgPDpFXLWp5XaqFF3NzcfvgDATEsIUyAAGv3IAiZv3IeFSUxGpvbh/RhZri8ftg9PlEt9KaRfKMexhjiDFq8d/hbsXWykrBWm4s3SpLi9Gi47ALA4PD4xSoZwYDQqDhR5XP38QuYfP21krKriqP1SE8y4ye3jYI5aHjJuyq1yFy+S5zQj00ZjafuylCcxN1pKSxnBBIE0bt0x3sYeo5SiFnY9cutX01tbri9Aclu+39+bMXL92cjdQh/U9aoOLFCJfTcVqcXAETjRQhhXJ9kjlBtXjU7G2/tP4NZucNhv+THs384hjfnTUT6sDhJB9nVc7Lh8vjh8fvx/oFzuC87BXqNAU+EVcAIreYFI0RYZ2daUyVeBaHM3+b2Qa/mZNWkTTpNxPNMHp2I2kabGPp4c95EyWez5O4xsuqer8/NlSomRxE37Cp9luTZ36jVKiSadeKb+frcXCSau67NIEeoQBc4YEFYVUVo467SvbWihoVcEtFlpydCDEsQ42q2eRBgkXr+i8urcFuLxWoAACAASURBVO6iE+cvOfHB8QYwMDg9fnCIFMgSYnxCS2W3LwC1in8Pit44KFrRuxffjpoVM9Dm8sLl8eOmUQlwevySrO/JoxMxK3c4frn9OB7adFAxKUvQ5BcmdIBBImYWTkfJnQRBxAbRRPI6c45T8bvOb6jCE0b5m6s6IqnzZ7/nm5Vd/4udeGJLJS46PLLVHn+qOo+4oOdBEKpav68W9ZdcKD9YJyZvbizKxd6vGrBmzyk8s+2YWDbqZyyi8u6ZbcfgZwy//3sdZo6/Dlq1SjEvxKzXiOusUG0ieBWERMxnp2diQ9EEqDlAp1HjWrNeNExK8rPwwv99iefer8aFy06UVJyQhK6FpmlfnG2BQaeWfDZKfUvMYeKSPcmg2uqp1SrEBQ2KjsIi3SVa4y6gvZxLpUJEIuXqOdlY9UFkTff2I+fwyK2j8MSWStkQipBL8r9/PYXSQiv8AYbHt/La/a8+kCOJYb7yYQ12Vl/AwqkZOH/RibV7TuLVB6xgASa2Xw4XEhNCHKFek9JCKwIMeHHHl2K45K39Z2R3AUJyqDBWkz6618ikVWNj0QSxrfO3LQ4MNWkpp4IgYpDueA/FHI4AU24ToOJwrVkfEfpEJ3oj/cs1RvzHO1WSvAuNisPDk0fC7vbhs6+bsLbAisXlVZIwTWgfFEHAK9SzHK0Xyezc4bAFe4CU5GfJel9a7B5JrkM0r4KwYXV5/RGqVpL+Jno+0XbvVw1YeGc6fv0gr2DqCgoqCp+JTSHc0pvJ8IPKwOgLlGKSoa15l2+vRkOrGxuLJogTxB6UwW5qc2PFji/R6vRi3q2jxCQpoVGQUnMbh9uHR28bjctOD8oOtidGtbm8smpyQlLQylnjeAEcFYe/ftmAn9w2SiIkc+B0s6hQGp4TEZrJDPDemYVT0yUJsA6PH79+0IqFd6aLrj+H2x8Rlw0nXLyrtNDaI58PQRCxQ0f5U3LGi9KNMrz/kpB3UbNiBlQchwADXB4/fAGG3JEJKD9YFzVcHbopdHr5sHK0XL5rjDoxB239vlrZHiEswLD3qwbR8BGuFX5ts16+AkbYtAFBkTIOAAOGmrSY9v3kCNFEQ8h72R/J8IMmRNJXGDWqCLfeukK+Ne/KWePw8gc12F5VjwOnm7Fg62GA48MFglDKylnjULNiBubeMhLmYAkYA0PDZRfv5dhdIxv2+ORUE3yBAFKGGDHvllFirfPmz87KHi8IYKUlmmAxqGHQqHC47pLsl62jjq0CYnKXXgMw3vJeXF4lcf1tLJrQYW01n+QZLvpSRcJZBBHDROsbFA25HlDRUNLhCO2/JIQKbhqZgPpLfAt1wXPq9QVQfrAOc28ZCTXHiUqfoYRuCl99IAdgwDuf18Gkk9ckMunUkm6xoT1CTr44AxsfzoVew6sb35E5DGa9Gk6PH802t6JoWUl+Fp4JGhfhIfcld48RjQOVioNapZIVTQxdM7sTzrpSyIPRgwQCDC0OrxjLSx9mgd3tg1mnBsdxEeVcoYmLKhUHo06NtXtORnT021g0AUadGq8+kIOn3z2KXccvtGf7uv3w+PyYfP21EilyodRLcPkJdelOjx+/+GO1mBTU5vLhv/7cXjEitztQ0suwu32SGu5QazjUSADaXX+b5spXgoTSnSRPgiD6j57ubBytL0ZkYr0Pl51erHnACpubL0EV8hJemZMDvZYTKyf2LPmh6I1dODUDT79bhRdmjo0oAFhbYEWiWYc1D+TgGqMWPw32V/nJbaNwov6S2Jek1enFga+/w1BzEgBI1smKo/Viyeov/3RcrBYRuqNuO/Qt7v5+smyoXPBylxZaFdU+Q+UVQo2b0OPC18y+ToYnD0YP4vLxUrkLp2YAAP7jnSo8saUSTl+gU4mLDo8fi6eNiUhgWrD1MHQaFa4JKnIW/eB7cPn8eGjTQVj/60Ms/P0R2IKKbNESS4veOCiWJAldAP94+JyofJmWaMLhb1oiPB5DTFqseTAnwivzbYtdlA0Pt4YVjYQO8i+E94GSPAli4NCTnY39/kCwPwbfQ+M3n5yOaCkgTaznsHTbMYz+xU68f/gc5t0ySkyI1Kg5/Oz3fHfSHcVTkJZoQkl+FvJzUkWFZaNWDa8/gE3BAoCVs8Zh5c4v8fCbn0Ot4mDQtq9lWhWH3O8l4MmthzHm+V14cuth5H4vAdqgvkf42vnKnBz88k/HxTU2fZgFpxpsMOo0KPnzP3Drqn144f++FNfRcC+3ktqnw+OXGG6xumaSB6OHCAQY7G6fJG+A74tRw1uRDB3Gv0xatWymb3K8nhepClq5oVY40O4dCFd3C40hftviwLoCKyz69vKm8s/rROEXwSPx2t/OIC8rWWKhbz9yHgAkiaflB+tEdT6wSGtYKRelMwlFJJxFEAOLnvI6BgIMzWEdRlfNzkbZwW/w6JTRsmtH6Hoh5q/dMgrpwyzgOH79DPcKr5qdjb1fNWDV7Gycu+gU19P8nFQ8k5eJVx/I4XU2dBq0uryiQKAvgAhF6EXlVdg0dyLGLv8AxVPTsbEoF3FGDeqaHVj1wVfimnzTSL4SL97Ae5IF76/QgwWArJc7XO1Tbi2M1TWTDIxuIOe+kwsJCFLkwk21IzEolYoTy6dCb8yLp42RPHdnciJCY4ilhVYYtRp8cqoRo5PixFJUjYrDwqkZ4jFCI59nth3Dih1fipK6u080oCQ/Cwu2SrsIHjjdohjyuJIJT8JZBDGwuJINheR5vH6x6RYgFd5SMlbkpMsFr8HxkjyJVzj8ObcfOYefThkthikEwSk5kSwgSihCr4YvwIIS3C14+f5sqDhOFD0MD32seTAHr8zJxr9cY8S3LQ6YdRrFBP42lw9rHshB8jUGONz8fSd8LYzVNZMMjC6iGGu06KJKkQOdi3+ZdJE35nCvhpIAjaDuVjw1HY/cOgoWgwavz82Fx+fHbz49jVm5w0UZceEcp8eP1+bmwqxTw+byY6hJi/U/Hg+dhk9aarbxccBEi75LIY8rnfCh75VgwMXSF4cgiHZ6agcdrcw/mrESWvY61KTFczNuwNoCK1wev6L+Q0ayBalDRkGvVoHTacSKEpvLJyuStbEoF45gu4NwCXCH2yd57tQhRqzfe0p8zvB+LUveOYqS/CwUvXEQq+fwQox/PHwuovJk1exs/HL7cTFnTknNWHgPTNrgGhkjayUZGF1EXsb6CF6fm6tQPtpxSWYo4Tdmm8snVpAIz71+X21kI54CKxiAr16Yjha7R6I0V1poxWNTRsPrD0gs6nWFVvgCATE5VDBMhph1fIOx7XyDsXUF1ogxdOb19URCUU8njxGxx8if7+j0sWf/+75eHAnRXXpqB63kCbG7fZ1eQzz+gKjZI6xpcs95/qIT/gBDWqIJXi/D2/vPoHRvLU6umCGvSGzUwOP1y3o3Ql+nsNmbnTsCgQADY/Khj4xkCzYUTcD2I+fR6vSiYFKaWCCQkcznaoRqW9Q22mDUtqdNhnvSjRoVWhzemForKcmzA8JLr4xalWKsMbx0qrRwvKiY2ZXyLfHGHFS8HBavl5S+NrW5oVer8PL92Tj5It/uvfzzOkx66a/4uskuxghDy5Ua29zw+AIoLbSKreAtOg3cPr71773jUjBz/HA8saW9hfKSuzORFKfHovIqBBiLKM/i9e57893v2eQxgiB6j66Wm8ohV4K6rtAKs0xYQI7wEvc1e05hf22TrCKoxaDBc+9XY8zzu7BgSyVm547A3565QzFhsq7ZAY+fRayvi8qr4PMzyXNr1Rw0ag4Lth4WPc7hz3eqwYYntx7G1BuScU1QSPCpuzJw3RAjbC4fdh+/gKk3JKOk4oRY6i8ku4ot798+hDHP78L8tw/B7om9tZI8GFGQ2z2vK7TKdgR1egOyFjyAbu3Aw68tNCUTWiC/EGzks+aBHMQbtSjdy9d9K2n7j0gwYf3eU3jw5jRJK/jVc7Lxy/tuhMsXwLN/kI9T3lf6iaiMJ5TfOj1+LN9ejTUP9q4AFpWsEsTg4Uo9IXLrhdDdddPcXJiC4QqPLxCRM7d021GseSAHy7dXR3iIX30gB4wxRQlwi0GDky/OQF2zAy/u+BINrW5RdVlOdEtQOBbW2Y0P52L+5nav84aiCZh36ygsCA/VBJs+AojwpCsJhvXnWkkGRhTkwiGLyqrw2sO5OHC6JSLWqKQ6JxdS2TRvYlSXX/i1heShlbPGSfqFnLvohFmvxk0jE5AUp5dNEhUSPvPGpuDwNy0RNdyTr78WiXHyORbpwywSZTwhFliSn4WGVnevyswCPZc8RhDEwOBKQquh60V+TioW3pkuKhqrVRwe2nQQB0434+uX7pVd75KvMSDAgJc/qAlJrPTB6fGjuPyoYijcHszB4PWK+HCGkLQp5F2Eqiv/6k8nJBV/Fr1Gco94cuthxbYQgsEQ/jel3Lz+XCspRBIFpd2zxaDptBpad3fg4efl56SKIi1Cs7H0YRas3XMyWAJrxZK7x4gtiEPdgWsLrFi/rxbXX2uWreG26DSKjcqE8tbdxy9IlOt2H7/QJ2VQci7TWCi/Iggi9hD6GB38xV345b/eKIYXntx6WLLDVwpb1DU7RP0gr5/hoU0H4QswFAfDIkKlXXioWM1xaLZ5oAKvf5S39mOs3l0jrsU7qy8EQxxubP7srKTFQqjMuUBo/5PwMTo8ftkwzu7jF2RCQf27VtIWMAqd2T13ZBl2dwcebokvvUdax11aaIXT40NDqxsv7PgSL/1oLBLMOuSNTUHqEAM2FE1AnEGL2kYbEs06NLW54fT5ZWu4X5+bC4/fH+EWLC20wqjT4JOTjcgbm4KnpmbA7vHBpFPj0Smj+yRDOVbLrwiCiE08/gCcHn+EVlBdc7si8fp9tREKmoJu0asPWCUN0OIMWtEwMejU+Gtlg8QL/Keq83h48kg89z4fWlk2PVP09qYnmUX9IJvbh3MtdhTcnCbxgAtNJkO5aWQCVFx07aTwvxVO+h4STNqYWivJwIhCT5Redfc5Qs8LnexAe7Oxl+/PFmN77x0+hxnjUlBScULyhdl9/AIevW00NhRNiNoJ8LefnkFtk110433bwscpX9xRjRUzx8GkV4vCM7wLs++cX30tb0sQxMBESPLc+lhkeGHtnpMSvYvn77sRK2eNw4gEk9hpuqnNjdpGmySXLTT04PL4cdeNyZK2DKvnZMPl8UvaIQiVegU3p8GsV6P+khPxBg1W7PgK08e2Cxna3T4YNepIo6PACp1GBYR0TA03GBJMWrEM1u72waRVQ61WwRLsGB4La2X/jyCG6Yndc3efI/w8OcPguqFGMAZsKJoAjYrD/LAuqMveO4bX5uYGu7UyuBS8Ka1OL/LGpmDN2o9F151GxaFmxQyxY5+QGU4QBBGrCGulXD5CQ6sbgeB6GWfQ4p+XndBrVSh646Dkxp5g1km6pq7fV4vSAivsHj/8jCm2V9+9+HYxAb5mxXS0uXzYfuQ8Sv78D17DYm5uu7Hg9gEMiDNoAQCJZp3EWPj0VBN+VlbVviHVqSXrr9D3KpZKUuWgHIwO6InSq+4+h3BetLIpIb5oUvJO6DQY8/wuPL65EjaPDxuKJkhLwAqs+FPVednOqEL+hVFD04QgiNhHWCuFyo3w0tSVO79EnEGLzOW7cOuqfVi58yuU5Gfhqxem4/W5ubjWosfXTXaYtO1dU1Vce1OxaF5gId9j/uZDOH/Rhc2fncXUG5KxZFoG1hVY8ZtPz8D6Xx/ioU0H4fQGwFi7fIHTF4BZx6/1j2+uxJO/OxK11HSglO/3+p2D47g3OY47wHHc8q4cx3GchuO4Oo7jPgr+jOvtscYqSu2J1/zlpDi5hPhiKELykFivXVYFtYrDhqIJon7GzuoL+OB4A2zBzqjhtdzln9fB6Qv00ysnCILoPMJa2dTmxpq/1LQ3Y5w7EWa9Bg2tbkmCZ8XReqzfV4tLTg+abR4wAHqNCjaPDyfqL6EkPwsv/WgcnF4+p0PoNh3KTSMTYHP7Ilqq541NwbL3juEnt41C+ed1wV4m/N/LDn6DZodUx6LZ7omqsyR5nQOkfL9XDQyO42YBUDPGJgMYzXFcRheOywZQxhi7I/hT3ZtjjWWEcMnrc3NRs4L/sryyu0aSiSzEF0ONhFWzs7F+X614jGBpe3wBPLTpICau2IPdJ/iGP388fA6b5k4UuxC+8H9f4tZV+1C6tzbmJi1BEIQcoaHlNQ9acW2cnm/GaNDAoFGjtJCviAv1bjx/341weQN47v1qZC7fJRoSUzKGoaTiBAIMYlgk1LMRus6G59QJJf7CmivoFAnkjU0Re65IPBCd7Ioaq91Tw+ntoPodAN4N/v4hgNsAnOrkcUYA/8px3J0AqgE8wRjzhZ/IcdzjAB4HgLS0tB4cemyhUnEw6/lwx47iKXxuRAgNrbxSp5Ck6fD48NtPz0SUQ9U1OzAsTo+Vs8YhLdGEUw18clPF0XrckTlMknktnEOaE1fGYJmjxMDkapufSknhwhqab70OqUMM2DR3Iow6NZweP+ZvPhSRV7Fp7kS+yVpIg7Ovm+zYffyCuM7WNtqw/cg55Fuvk4xB8B4LGhnh+SBKgohmvaZTRQGx2j01nB71YHAc91pISOMjAD8DcD745xYAyQqnmmWO+wLANMbYzQC0AO6VO5Ex9jpjbCJjbGJSUlIPvZLYpKP44qoPapC39mOs33sKHMehcFJahKW9ds9JGHRqGHVqtDq9KKk4gZ3VFzB5dCLiDBqsK4itOuqrgcE0R4mBx2CanwaNGma9Bg+/+TnOX3Ki6I2DUTuk5q39WBTMAvg+UDPHD5fId98/cQTMOnXEWstrBVllQ9x2pVCLyyeWmkbTWQr11HRGj6m/6NFtKWPsidD/cxy3DrwnAgAsUDZobDLHHWOMCdv0QwBkwyuDCZNWjXWFViwqqxLji2mJJjRcdiHAgJ3VF7BkWgbm3jIS37W5MSLBKNHDEMqw7G4f4gwa6FQqUX68/pITDAzln9eJ1rnd7et0DwCCIIhYR7wxz50Io06FdQVWNNvcstV1zTa+MeQfD58T112hnfvGh3MRp9egzeWDxaCG2xuQlozq1PjJbaPE0tHwSkKjRiU+Z6iswFv7z+DRKaM7VZY/EMr3e3tUleDDHX8HkAOgpgvHbeE47kUAxwHMBPBSL4815lGpOCSadJKeJP/711MonJQGs57Xwnd6/Ljo8OC596slddobPqpFU5sb6wqtMGrU0AQrQywqDg6vH0NNOtFNKPRZEdoDC3XVBEEQAx2VigM4oOiNz5EUp8dLPxqLVx/IwdPBDqxC7xGzjl9TBYMgtMP1/tomZKUOkYgfriuwIhBgWBCikRFaOhpuDCSadZJQyysf1mBn9QU8ddfVs5fubQNjO4BPOI5LBTADwA84jvs+gB8zxpZHOw7AMQC/B8ABqGCM7enlscYk4S15TVq+Htrh9SMj2YLrhrYravoDAbCQhCSgPZ745ryJ8PgDiDdoeTVODlCrVeLEDzA2ILKSCYIgrhShCsMXYPj1g1Ys335ccrN/+YOvsOZBq0T/R9hombRq3JaRBJNOg5L8LKzfV4uKo/VYVF6FlbPGdbrvlNMbQEnFCYnnZPLoxKsq561XXwVjrJXjuDsA3A3gZcbYZQCXASzv5HHZvTm+/kTOcAgPRYR2VE2O12PZ9Bv4491+vk06k7rGHB6/bJ12crwedo9PIou7rtCKRLMOTm8AJq0aDi81FSMIYnAQ2oqhttGGhla32EQSUL7R+/0BtDg8WFTevpauLbBiQtoQrNjxJdISTfj6pXtR22jD+n212Fl9Qdykha/5Ro2q24manbl/xAK9fudgjF1Ee4XIFR93NSDXBl5OhU0QU0mK0+OZvBuwJMSFt3pONuL0GsQZtBIRmDanT+ysGtpJ8MmthyO6wpbkZ6Gk4gRKC8cjwaRFaeF4lB38BnljU8QcDBLZIgjiaiO0CmPDR7UyfZjkb/QOb2Q/p8XlVdhYlItWpxcNl12Y8vI+MadixthkPpdNz/cieWv/GZTurRWv0Z3eIZ29f8QCtDXtB+TawMu50gQ33o7iKVi67SiS4vTYUTxF7BXi8gWg9vpFDwQYYNbz3QQRdO3VNtqQoVASlT7MIrl2gkmLgklpksSjWJ24BEFc/fTWTj28FYPL64/o+QEAtmDCpuBxUFLytBg0mHfrKHi8ftw7LgUVR+ux/cg5FExKw+ObKyWJnLVNdlQcrefX3bkTYTF0LVGzs/ePWIC2p/1AZ1XYBDde+jALkuP1WHpPplge9dz71VBxgFGrQrOdV4Rbvr0aLl8Abl8AC7ZUimVUbQqt2IUWwcK1nb6AvPhLjMnPEgRx9SPs1MPVLgMBFvUcQX7b5vZFPTa0hYNJp4HFoJHkXERc2+GJupZa9BoUl1eJ7d7lxLSWvXdM/LtQCuvwdG68AgNFxRMgA6Nf6KwKm+DG+7bFgcXTxogdVdtv/lVweNqt2e1V9XCFuPCE497+7AzWFiirfArXHkgTlyCIq5uu9tvojkHSlWsvKquCx+fHOhnF5N3HL6C20SZ6hgFlMS3h74LwYWOrW3G8cgbTQFHxBMjA6BfkhFfkYn6CG29YvB5piSZF5Tfh8fycVCSYdRHHle6tRaJZhw1FE1CzYgY2PpyL7UfOiQJb64JiMF2duF3ZLRAEQXSFrm54erIBmNK1E8x6/OP8ZWx8OFdsq7D9yDnMHD8c6/fVit6MaGJawt8F4cMRCSbZ8SoZTEJy6EAQRIytgM0goSst3FUq3n1nc0XKzQoytMVT05E3NgUZyRY43D7sWfJDjEgwiZnMTW1uMSP62xYHhpq1+NGE4Vg4NUMiptUV+dmBlGhEEMTAI7TSQyBaZVt3PLBKOR6h187PSRUT5h0eH46du4ztVfVYNv0GZCRboNdchzV/qRF1hoS1XcsB6wqskooToR38y/dnY/Vu/hwhVB0+3mi5Fp29f/Q3ZGD0E11VYTPp5G/+Ro0aBTenYVF5FZLj9Xh2+g0RIlsWvQb7a5vws7IqcZKnDjHA6fVL2sd3xfAZSIlGBEEMPLrab6OrBkm0TZJw7bKD32Dm+OFSQa2QEn8WYLg2To81D1ol66VFr4LN5ZMoI9c22lD+eR0evW00GAPSk8x4dnomXv6gRna80QwmiT5HDK+3HGNXj1t74sSJ7NChQ/09jF5Dztp2eP34zSenkTc2BdcNMUqa9gB8PfeaB3Iw+b/3Sh4LzV7u1lgYw5jnd8EXEhbRqDicfHEGVFzsWdJh9NsAB+IcHfnzHf09BJGz/31ffw+hL6D5GaQrVSRd9ara3D7MfztyvRQ2SYEAg93jw+ObKyOPCVk/lcYYbY18aNNBvD43N6ryZ0fj62c6NUf7fZRE55Hzehi1KtHC3vrYJFmLd1i8IeIxk16NQIB1263W1d0CQRBEV+mKp7crHlig45CK0H1VqRGakHOmZNQorZHnLzrF/DkwRPQoEYwVMGBj0YQIAyQWcy2UoCTPAY7D4xerS4T2wKHcNDIB37Y4Ih6ra3Z0O8Ma6HyiKkEQRF8RWnoaGv6VozNJ7UrH1DU74PD6oyaW8mFtacXJK3NysHp3jXgdSamsVo0Wh7c9qXPzIXj8Abz5SGx3TI0GbTUHOKEWttDGXS5eWPWru2HRa3DuohNmnRov7PgSTW3ubrvburpbIAiC6EmuVISrMzke/DFWSZuFVbOzseYvNVjzoBUAZFszgAHgAKNWgzfnTYRBp0ZdswOrd3+Fpja37GZMPq+tCpvmTZTkXAwkBt6ICQmhbriKo/UAILZxt7mk0rSrZmejouo8ZueOAHDlGhcDoV0wQRBXHz1RxdaZTZIQJlk5a5xYmffKh3z1h8PtBwOThEHyc1KxNC8T8zcfkoxLr1HJJoOGcjXqEFGIZIAjWNiCG66pzQ2znm+I9sSWSqzZc0qiIpc3NgVLtx3FwjvTcdPIBNhcpF9BEMTAoqc0LzoKqQhro1mvRtEbB3Ff6SdBD4QV/kAAv/30DFbNzhbX3yV3jxG7WYeOy+kLdBi6GUgCWp2Ftp1XATq1SrSwv21xQKdWwaSXt4YFdbn0YRasmp2Nt/afwaNTRpMHgiCIAUNf7PbDu1kLnmGhm/VP3+IrPGqb7GIpKsdFhkw6O66uluUOBOiuMsBxeP1YENIpFeBLmV6fmyubwSwkgra5vHjlwxrsrL6Ap+7K6I+hEwRBdIu+qGILz4nYXlUvlokatO0GTsXRelQcrYdGxaHqV/d0e1xXY14bhUgGONEs+fAqD0Ezf9XsbPzqTydQcbR+wLvgCIIYfPRFFVu0tVUpnKFS4YrG1ZUqmIEAeTAGOEqWvNMbkFjD9mDb4UduHYW39p8R+5AMdBccQRCDj77Y7UfzkiiFMwwaNQwa9VXlhbgSyMAY4ESL24VWecQZtAAAi57Do1NG46m7Mgb95CcIYuDS21VsHa2t0Qwcqq7jGdyv/iqgq5Y8lZYSBEF0TEdrK62lHUPvylUATXSCIIieh9bWK4OSPAmCIAiC6HHIwCAIgiAIosfpEwOD47g3OY47wHHc8g6OS+Y47pOQ/2s5jvszx3H7OY57tPdHShAEQRBET9DrQSWO42YBUDPGJnMc9xuO4zIYY6dkjhsK4G0A5pCHfwagkjFWwnHcTo7jtjHG2np7zARBxCYjf76jS8ef/e/7emkkBEF0RF94MO4A8G7w9w8B3KZwnB/AgwBaFc79GMDEnh8eQRAEQRA9TY97MDiOew1AZshDPwTwZvD3FgAT5M5jjLUGzw992AzgfMi5yTLXexzA4wCQlpZ2BSMniN6B5igRy9D8JHqLHvdgMMaeYIzdIfwAKAVgDP7Z0sVr2jo6lzH2OmNsImNsYlJS0hWMnCB6B5qjRCxD85PoLfqisLcSfFjk7wByANR049w/BM/9e4+PjiAGGV3NYyAIgugOfWFgbAfwCcdxqQBmPye2EwAAIABJREFUAPgBx3HfB/BjxljUqhLwSZ87OY6bAuD7AA727lAJgiAIgugJej3JM5hbcQd478OdjLHLjLF/KBkXwbCK8Ps3AO4GsB/ANMYYtf0kCIIgiAFAn2ifMsYuor0apKvn1nf3XIIgCIIg+gcSVyeIAQ7lVBAEEYuQgUEQxFULCXMRRP9BBgZBxBjkkeg/yCAhiJ6DY4z19xh6DI7jmgB8I/OnawF818fDiRUG62uP9rq/Y4xN78vBCESZo4OFwTofw4nl+WlH7H1GsThvYnFMQN+Mq1Nz9KoyMJTgOO4QY2xQyowP1tc+WF93rEOfC08svw+xODYaU+eJpXFRu3aCIAiCIHocMjAIgiAIguhxBouB8Xp/D6AfGayvfbC+7liHPheeWH4fYnFsNKbOEzPjGhQ5GARBEARB9C2DxYNBEARBEEQfQgYGQRAEQRA9DhkYBEEQBEH0OGRgEARBEATR45CBQRAEQRBEj0MGBkEQBEEQPQ4ZGARBEARB9DhkYBAEQRAE0eOQgUEQBEEQRI9DBgZBEARBED0OGRgEQRAEQfQ4ZGAQBEEQBNHj9JmBwXHcmxzHHeA4bnmUY5I5jvsk5P9ajuP+zHHcfo7jHu2bkRIEQRAEcaX0iYHBcdwsAGrG2GQAozmOy5A5ZiiAtwGYQx7+GYBKxtitAO7nOC4u2nWmT5/OANAP/XT002/QHKWfTvz0GzQ/6aeTP52irzwYdwB4N/j7hwBukznGD+BBAK0K530MYGL4SRzHPc5x3CGO4w59+eWXPTVegugxaI4SsQzNT6K36CsDwwzgfPD3FgDJ4QcwxloZY5e7cd7rjLGJjLGJSUlJPThkgugZaI4SsQzNT6K36CsDwwbAGPzd0oXrdvc8giAIgiD6kb66YVeiPSySA+BsL59HEARBEEQ/oumj62wH8AnHcakAZgAo4DhuBWNMsaIkyNsAdnIcNwXA9wEc7OVxEgRBEATRA/SJB4Mx1go+YfPvAO5kjB1VMi4YY3eE/P4NgLsB7AcwjTHm7/3REgRBEARxpfSVBwOMsYtorwjpynn13TmPIAiCIK6UkT/f0aXjz/73fb00koEHJU0SBEEQBNHjkIFBEARBEESPQwYGQRAEQRA9DhkYBEEQBEH0OGRgEARBEATR45CBQRAEQRBEj0MGBkEQBEEQPQ4ZGARBEARB9DhkYBAEQRAE0eOQgdFLBAIMNrcPARb8N8D6e0gE0evQvCcIQqDPpMIHE4EAQ7Pdg+KyI/jibAtuGpmA0sLxSDTroFJx/T08gugVaN4TBBEKeTB6AYfXj+KyIzhwuhm+AMOB080oLjsCh7dverXRLpLoDxye/p33BEHEFuTB6AVMOjW+ONsieeyLsy0w6dS9fm3aRRL9QSDAYNL337wnCCL2IA9GL+Dw+HHTyATJYzeNTIDD0/s7uf72nhCDE4fXj7pmR7/Ne4IgYg8yMHoBk1aN0sLxmDw6ERoVh8mjE1FaOB4mbe/s5EJDImBAcrxe8nfaRRK9jUmnxto9J7FqdnbYvLcqznsK5RHE1Q2FSHoBlYpDolmHTfMmwqRTw+Hxw6RV93iIIhBgcPn8sLt9KC6rEkMiq+dkI8CAiqP1ANp3kRa9BoEAg8Pr79VxEVc/4fNIwwGLp41B6hADNhRNQJxBi29bHDDrNbLzi0J5BHH1Qx6MXkKl4mDRa6Digv/2gnHRbPegsdWN4rIqSUjkmW3HsOTuMRLviVGjgsPjQ7PdjflvH8KY53dh/tuH0Gz3SHaOtKskOkKYe6HzqNXlQ0XVedzwyw/w5NbDuHDZiaEmLQwateyc6kwoj+YiQQxsyMAYoAgL9IgEk2xiXVqiCTUrpuP1ublIMGvR7JA3RkIXdbkbR7gBQhByxsGi8irkjU2RGLkqFQcGhu/CjNrv7O4OE6FpLhLEwIcMjAFC+G7OqFXhi7MtqG20ySbW2Vw+tNg9eHxzJWob7VhUVqVojAiLOu0qic6gZBxkJFvw9Uv3Yvfi25Ecr4dJpxHnnsQYKatCq9MbNSHU4fWj7OA3KMnPQs2KGSjJz0LZwW8oWZkgBhCUgzEAkItXryu0onhqOtbvq8Wq2dlY9t4x8W+rZmfD6fVjcTm/sKcPs+CLsy3452Un9iz5IUYkmFDbaMP6fbVoanOL+Rmd3VVS3HxwI1RJHTjdLD5208gE1DU7MG3N38Q8oH9edopzL5QvzrbAotdEzNvQRGijVoWZ44dHzGujNvqeiHKMCCJ2IAMjCrGyWIV6FgCIu8DXHs7FE1sqseYvNVg5axzSEk04f9GJ1btr8OsHrUiO12P34tvBccAnz94Js16NFrsXAKDXqPCrf7sRWpVKXNSVbhyCASI3juKyI9g0byIseppKgwWhSirU0Fw9Jxsvf1AjCZG8fH82ahttKJ6ajryxKUgfZkH9JSd0GhVUKg4cB7wyJxspQ4xwuPnvmfD9cnj8WPbeMclcW/beMbw+NxdxBnkjgwxggogt6K6gQCwtVkqeBYtBI1aq1DU7sLi8Sqwcef6+G7E0LxPPbGvfAa4rsKKi6jxK99aKNwWTqT0BVe7GEbqr7E8BMSJ2iKiScvuxfHu1OPcAfl6kDjFiy4GzKLg5DYvKpVVOS96pQkOrG6vnZMPl8cMZNOQFzHqN7FwzRzFkyQAmiNiCcjAUiCXBqmjCXRa9BmD8gpyeZMbuxbfj65fuhUmnxvuV5zpMxAtNoQi9cZx8cQY2zZsoMaj6U0CM6H26kl8TWiUFDmhodUv+ftPIBHzb4sDk66/FovLIKqcn70gXf/cGWMR3qztzjQxggogtyMBQIJYWKyXhLqNGBZvbB3BAnF6NgklpKKk4gczlu/D45krMHD8c+TmpkvGnD7NIX49e+nqildf2tYAY0XdcSdWG/LywYli8HhnJ8jkYwjz84mwL4vQaXhyOoT2JWaPq8lwjA5ggYgvyGyrQUT5CXyIn3GVQq+D0+uELMABqePxMzNYH2mPWJflZEsGt2kab9PW4fQDHdSrPpK8ExIi+pzPhBUlOktsPlQowaNWwe3wYatLi9bm5MOs1knlhc/tkv0fCPLxpZAJsbh+enX4D5m8+hOR4PRZPG4O0RBOMWhV++8hE+AKASa+Gw+2Dy+eHQSs/9zoK8REE0bf02Z2S47g3AXwfwA7G2IrOHMNxnAbA6eAPAPyMMVbdF+ON6cWKAb5AAA6PX4xtn1wxI2KnmByvx3VDjPj6pXvxbYsDQ0xabP7sLDQqLvh6rPAHGBZsrex0nong4QBAce2riO5UEK2ek41XdtegodWNVbOzsf3IORRO+p5k/vDfIyuKy6okxsP5i04smZaBmeOHw+n14+l3jyIpTo8ld2dKKkfWFVhR/nmdJG9IuGb4XCUDmCBiiz4JkXAcNwuAmjE2GcBojuMyOnlMNoAyxtgdwZ8+MS6AjvMR+pII9/XmQ2h1+1D+eR0OnG7GveNSxJ2iQH5OKpbmZWL+5kPIXL4Lz71fDa8/gMduHy2+HrNegwVbD8dEngnRv3QUXpDLSQrNpVj23jHkjU2RnT86tQrrfzwez993I557vxpjnt+FZ/9wDAWT0nC6qQ3XWvT44mwLFt6ZLlaORMsbEq4pd63eVtAlCKLz9FUOxh0A3g3+/iGA2zp5zA8A/CvHcZ9zHPdm0KMhgeO4xzmOO8Rx3KGmpqYeHXSsLFbhi3tSnB4Otx9P3ZWB3YtvxzN5mTDp1JJGU0vuHoNnth0LMx6q4A/wDdFMWjUCAWDrY5Owe/HtYq5GV/NMSHirY3pzjnYVpc/LqFFhXaFVMedBycNxfTCxeOtjk3DdEGNQYKt9/ji8fnz29XfQalQRKrKLyqpgTRuKb1scKJ6a3mG+Rvj/KYGzZ4il+UlcXfSVj9sM4Hzw9xYAEzp5zF8BTGOMXeA4bjOAewFUhJ7EGHsdwOsAMHHixKvy7iYs7vk5qXgmLxPXDTWirtkhlvr9bv4knGqwYffxCyjJz0L6MAs4Doplfg63D06vX9IgrbTQimXTM/Fe5blO55nEUilvLNObc7QrWi1Kn1eCSYsWhxflB+vE+WN3+2AO06UIz6UonpqOZrsHJRUnJGETl9cPk46fPwaNCrnfS4BJJ192Gm/UwqBRoWBSmtjuXSlfI/z//ZUTdbUxGNZQon/oKw+GDYAx+LtF4bpyxxxjjF0IPnYIQERoZSDR3d2+w+NH8dR0LL0nE8/+4RjGPM+HPJbcnYm8rGS0Or24PsksqSIRFutQbhqZgDaXD34GmZ4kVfD6GQpuToNR07lpEUulvIORrlZ+RPu8isuOYM2eU8hb+zGu/8VOPLGlEk5fQDxXrlJk3q2jRLXYe8eloCQ/CynXGOEPMHEMTi+fJ6QkaW93++AOJiiv+Utku/d1BVbsPn5B8v8NH9VSBRNBDAD6yvSvBB/y+DuAHAA1nTxmC8dxLwI4DmAmgJf6ZLS9wJXs9k1aNR65dRSe2FIZUSWy8eFcLNjCJ2l+9cJ0cQf6z8tOvDInB0u3HRWvt7bAis9qm5A3NkV2NzkiwYSiNw7y1QAqTrIjltspx1Ip72Ckq8JSSp+XkqhV6OcYnkBpd/vE8/JzUrH0nswI2e9Es048Rk7Sfl2hFSadGk5PAMnxemyv4qudXr4/G9cN5dU9nV4fHvpBGh69bbRYSfLqAzlwegOUwEkQMU5fGRjbAXzCcVwqgBkACjiOW8EYWx7lmB8AOAbg9wA4ABWMsT19NN4ep6ObQTRXt0rFwWKQvwlY9BrxOb9usqOk4oT4/5J/+z42PpwLi16D2kYb3vm8DrNzR8ClUIJb22jjbzg6DcY8vyvChR5uHBm16i6X8saK/PrVQFcNPKXSa7tCKWn456hScTBp1Wi28YZySX4WbhqZIEnOBNrn9utzc8XnEkqlS/KzkDHMApvbh7f2n5FUhwiOF8aAhzYdlFSS/ObT0+KxFIYjiIFBn4RIGGOt4JM4/w7gTsbY0TDjQu6Yy4yx44yxbMbYOMbY830x1t4i2s2gM65uR1iVCBAZnxZ2iYKL+Y7MYViwpRLX/2In8tZ+jDV7TmHptqPwM4bVc6Su6FWzs7F+Xy2Kp6bD5vbxlSZzJyLAmKJrXaVCl8SQqAV3z9JVYaloQmmd/RxD54Iw365PMqMkP0vspJqfkyp6RowaNdYV8MmjO6svoKTiBGxuH99DZ88pSXXIkrvHdKqSpLjsCBwePyUVE0SM02fZUYyxi2ivEun2MQOVaMJdADr0bnAch9VzsqW9RQqtKD9YJz5fxdF6zBibLAoeAcqJnu9VnsOmubkw6TWoa3ZgzV9qkJ5kRsHNaXhiS6Ukac+k08k+j0GrhkGjltUdkPNUUK+IKyf0fVVxEDUmOqPVoqQTAQBGrRq/mz+pXUBLI/UshV63JD8L6/fVouJoPSakDcG92SmSRM9Vs7ORnmRGXbMDJr0aRp26XYTL7YNJISSTlmgSfxfIz0nFwjv5CpPdi2/H+n212Fl9AUadGkVvHOy0N4M8ZwTR99Cq3kW6u1BFFe5SqPgQXN0unx+MASnXGLGhaALf2dTjh07NYVbucBw43YIvzrageGo6cr+XgMc3VyI5Xo///Pexspn/NrcPc28ZCZvLh93HL2B0UhxefcCKNpcXTwZ1MQCIO8sNRROiutDDhbcU800s8oYK5Wx0Drn3dWPRBGyaO5HPT+jEfAwXSpP/rKwAICpmGjWqiBDZqtnZAMD3GpFRkH1j3kQwxitw2t0+cAD+96+nMHP8cHxn88jPJ7cffsbEv5X82/fxo/HDYTFoxCqppfdkIj3JjNpGW6cN1CvJfyLDhCC6D/Ui6QJX4uJXqTgkBOWUT744A6/PzUWCSQtVMJkyXCRrz5IfAgAcHh/sbh/mbz6Ep9+twiWHV1zgnL4ADFoVVs4ah5oVMzD3lpFiY6mn78nE2/vPSLUxpmXwHorNlRjz/C48saUSuSMTsPv4BWQu34U4g1bWAIgzaFEaRSMhHKWQil0hzEO9IjqH3Pu6YOthgEO3tVrkP6sqNLa6xTlu90Qes+y9Y1h4ZzrSh0VqVyTH6+Hw8HN2zPN8Xxy7x4/HpozGsveO4aOaRjFsElod4g0EEGfQYOPDudjw0HjMGJeCBVsr8fS7VdBrVHjqrgxo1Rx+OmU0Dnz9HfJzUlGSnwWTTh01XNLdaicK6RHElUEGRhe4koXK5vKBU3Fotnmw5J0qPL65Ei0OLwIBJomBz7Sm4tnpmaLiYWOrG8VlVaKMsvD4E1sq4fMHcPz8ZQwxacFxgEal4ptGAbhuqBGle2vxyoc1ePn+bJx8cQZ+ctuoiM6Wi8qqMO/WUahZMQNtLq+sAdDY6oJZr+m0qmm0fBNqltZ9rrRqR65MWuk5RySYxDliUQhpZCRb4PBEGo2Lp42JKINeXF6FAGP44mwLJl9/Lco/5zU3albMQEl+Fso/r8Nlhxdjnt+FBVsqcUt6EhaXR877Je8ehcPjw7/lpOKX992IkooTETd/4XX6AwG0ubydft/C3x+Xj8qwCeJKIAOjC3RngRd3QcHdnKBfkRSnFxcrITb+5iMT8cLMsXhm2zEkxemxo3gK0hJNijLKxWVVmDgyEZccXjAGfGdzY/m/3oj8nFQ43O1eESErX0nsKM6gwfW/2Ilf/ekEXn0gJ2JnOSxeLxpCndkpKyUfOr2BmJFfHwhE3PC83e8WqrQbD50noc8pJA/n56TC5vahZsUMieKrUH1i1mkijEZhzobCd+7VoHgq7/Uo3Vsram7krf0YpXtrI4ya5Hg9/uvfs3DdUCNK8rNw77gUcd7rNWpoNSokxekjkj+b7R785pPTOH/Rhcc3V+JUg7wGR+j7Jvf+2N0+0WCXvA4K6RFEpyADowt0px20nNdDcC+HL1Z2N6+AmByvx9J7MlFScUJcHJVc0U6PD8+9Xy32G3F5Ayj5t+8D4CtFltw9Bsve4w0Wm0shROH2Q6Pi0NTmRrxRK4ZcNhblovzzOmQu/wDzN1deYfvu8WL8Ohbk12MdpRvexqIJ3fIAdaUSaPUcvqJI0Ld4YkslMpfvQknFCSy9JxNLpmVg1exsce6a9WpsCgn9NVx2yc6zumYHHrl1FL5tkReBC62I+udlJ5bmZeLJrYcl1xYqVIw6NZ7celh8DBCMGDWKy44gb2yKaJCHV1fJvW9KoaLF08ZEjLM7IT2S1CcGI2RgdIGulPMBiOqCTh9mERerQIDB7vGhuOwIahttWDxtTMTiKLcoy7min9l2DDqNGr/59Az0apXEA/L2Z2cilRILreA44KsXpmPlrHEw6dSYtuZvqG20YcFWaSlhV8oDhaqEql/dgzcf6X1PxdW2gCvd8NQqVbc8QErz0KBVY6hRmhtk0qnR1OaW9Zote+8Y5t4yEtuPnIPby4cgLju8YjXS+4fPQavhIsqgX5mTg7V7TsJi0OAak1Y2B+PA19+JY1NxXEQvHcEwF4yR0MeAdmNZ+H4Jr7fiaD1e+bAGJflZiu+b0vuTlmi64pAe5XIQgxWqIukEoZnk/G6t46x9YVFREjFqbHXhtYf5xdzm8olx7vX7arG2wCpZHAFg2fTMiJJEZVe0Gmv2nEK8UYtZE4ajZsUMOD1+nP7OLi606cMsqG20IdGsA2O8pPM1Ji3sQXe40+OXdQ93VB6olLFv0PSeW/lq7ImiGI7T82EqAF0q7VUqk/Z4/Wh1+bCovH1ebSiagNcezpUVd0uO10Oj4hMu7W4fvIEAlrzbrha7anY2/u/oBcyZOEL8npy/6MSqD75CU5sbdrcPja1unG5qw4aiCYg3atHq9OLA19/hjsxh0Oz4EjeNTEDyNQZFw/yVOTkAGGpfnAGb24d4oxYfLb0DQ01aqFTt3pDQ11txtB5NbW5JxUno91pRbMztv+L271SeTQxWyIPRAeG7j5++dQhOrx9giOriF/s7yPRXKC20wqBT4639Z3CqwQazXgObx4f/KbSKu7E9S34oun4rjtZj6bZjiNNr8NrD/E5z5axxOH/RKetqPn/RifycVEy9IVl0b8/ffAjP33cjlk3PxPp9tbj+FztRUnECTo8fN/zyA/z20zPw+gJ4fHP78Uvz2t3PwnO3ubw4cLoZZQe/gd0T9Bi4fHB4fOKC3deJcVdjT5Ro4bjOeGtCj3F4fABj+N38Sfho6R2YaU0Vd+PeAItI/H1y62GoOC4idyE/JxVL8zIl1SEub0CSB7H9yDn8aPxwGLVqBBjD//71FO585SM0tbmxrsAKrYrD9UlmZKUOwZNbD2PM87vw5NbDyEodghEJRtSsmI4NRRMUc0Nsbh90ag7vVZ5D/SWX+BzPvV8Ntz8AnUqF0sLx2H38QtSwSPj3+refnonwqpQWjodJp77ikB5J6hODFTKfO6C7uw9hUfEFF/+S/CxkJFtQ1+yAxxdA2cE6zBw/XOzNUDw1HQU3p0l2kqvnZEPFAaOvNWPeraOg06jhDfjw0KaDOHC6Gfk5qbL9HcoP1inIN1dh5axxopZA4aQ0AMC941KQNzZFvNEIxz+z7RhWzhqHndUXxF4mcQYN9i+7E2qVCo9vlgpyxek1ipLmvbmYXo0LuJJuilGj6tBbE+rRSY7XY2lepkSgrbTQCrNew3uVlDRY9GrxJi3MryV3jxHDFkD7HCnJz0LF0Xrk56Ri5vjhWLC1UjIfF05NR5vLh+1HzqPV6cVPbhsVMTeFvjpunx+LyqqQHK+XFZbTqTlctPvx6G2jMX/zIclzLCqrwmsP8+Xfj04ZDaNW1S7wFeZ9CP9er9lzCgAUj78SoonskQeDuJohD0YHRJX4VthBBgJMDDXsXnw7ACBv7cdgDFi75ySuMerw1F0ZCDAm7v5Cb/Ch+RQv/WgcCm5Ow4ItlRizfJekEiQ8tlySn4UEkw6FN6chIzkyKVQoPxTi6C/u+BLzN1di6T2ZuD7JrBiDPrliBl57OBfvBBM+vX6G/3gncqwXHV6x82sova110Z3k21gnVHUzNG/A6Qt06K0JvXk+eUd6RC5DcVkVAoy/hqI2iduHgklp2H7knFjmrBSSSx9mAQB5me+yKjg9ATS0unG47hKuMWllm6slx+uh5jgkmvUoyc9CgAEvf1CDlbPG4eSL/Pw7f9EBm5tPajYqfC8teg0f9tCqoVapEGfQynof5L7XpXtrYe6BBORwD5NRo6LybGJQQuZzByjtPuqaHZi25m8RO8jwfIDiqel44d/HYu2DVri8fvx8xo2Yv/lQhCKiXJXIF2dbEGCQeBaUYssl+VkoqTiBtQVW+PxMbNeu1NAs3qhFgAFJcXrotSq4vAGcfHEGzl90YvXuGlQcrcdNIxNw4ZITFoMWcQYNHr1tNGbnDse/XGNUNF4AoOBm3jMS2pyqNxfTqCqpA5hw1U2gc96a0GOU5pVwvEmrxoaiCbjk8GJEggnftjhgMaixfPtxjL7WjEenjIYKQLPNDbtbuVna1y/dC07BG2LUqVFScQKrZmfjGpMWdc0OFE9NR97YFKQPs6D+khNGnUryvVhbYMWu6guYtuZvqFkxA09sqcSGogmi0mz490AYS5vLB7NejWa7G4lmvXIIs5e8Ckr5QAkm7RXnchDEQIM8GB0gVzmyek421vzlpOwOMnT3eO+4FMzOHYEFW3nvQ2ObO2LnL2TBCwumgKDmadLzN4v8nFTsXnw7rk8yY21YrHjV7GzsPn4Bv36Qb3+9dNtRxdwPi16N4qnpqGt2YNn0G/DCv2fB6w+IcfVn/3AMy6bfgCXTMrBpbi7iDFpY9LxU828+PQ0GwKngMfi2xYHaRhsWlVdh7i0jUbOCr0roiWTLaHkHSrv9q3EBF26Mwnz4+qV7sf/nU2FX0MsIn1eA1LvDcRw8/oCk1NntZQgwoLbJjksODxrbeLG3NX85GaHouq7Airf2n0Hm8l1oanNjz5IfSpqe3TQyAd8FDeDrhhoRZ9DgbycbUXBzGkoqTiBzOT/nhFyOe8eloCQ/C9da9JidOxzbFvwAbS6vaBQLBoxc6emq2dl4+7MzsLl9KC6ras8RkvEydrUirNOfj0I+kNMXoPJsYtBBHowOiGgQ5fZj+fZqsboDCNsRhuwen8nLxNJtR8Vd0ogEZRfz+r2nxCqR0Lh5SX4WiqemR+RrvBZsw97q8sKi12DeraMQZ9DA4earPwIM4Djgd/Mnwe72waRTo/6SC388fA4FN6dhZ/UF7D7RgA1FEyLi6ku3HcUb8ybC7vFhUUjVyqrZ2Xi/8hzmTByBdQXWiHwRs16D//9PJ0R58czlu3DyxRli1UN3CAQYv+PTq/Fdmxtr95xEQ6s7Iu9Abrd/tREIMIDxn2mby4e395/Bhu/sWJqXicc3hzY8s2Jj0QQs2HoYGz6qjchlCL2ROrx+SS+RpDg9vP4A1hZY0er0YvNnZ7FwaoaYT7RseqZYYWJ3+/DbT89gzZ5TyM9Jhc/P8Nz71ZI5YdCqYNBosPgdfnx7lvwQ08emwOHxY+tjk1B/yQkVB/zLNUa89KOxuOz0Yem29qqUdQVWWHQa3DQyAa1Or+h1EL5/K2eNQ1qiCQ63H7/4YzV2Vl8Qx2vSaTDm+V2yeSpKjd+u9MZ/NeYDEUR3uTpX4h4m9OYFDmhodUv+HupaDXW9XjdUGkpQcus6PX7kjU2BmuOwctY4XGvRiwls6/fV4oV/H4sFWyslCWkHTreIXS1/PuMGPB1SKvg/P7bC7WWShXrV7GxsP3IOM8cPR/nndcgbm4IVO76U7AoFvjjbAsYg28SqJD8Lw+INABjWPmhFUrye78DJAZ+facbCO9Px6wf5xmnFU9OvyOUs525eNTsbr3xYM+jK/JTeC45DhIFYXFaFTXMnijdPl9cvds4VuqUKzxl6QxSEtUKThlfNzsYlB++ZGJFgQqvTC7fPjyc2VWLrY5NQurcWAJ9/EWpMC3k5L9+fjaEmtfj4RzWNuC87JcIQefpdXtS+FA9/AAAgAElEQVTquferpYmb5VV4bW6uqJMRmnTa1OaGiuPwv389hbyxKag4Wo/JoxPF71n9JSfuHZeChXemI8Gsg93DK4/2plFKCZ0E0Q6FSLpIR65Vk1aNjUUT8NHSOyJK7dbvq40QIFpXYIXd40P6MAt0GjVMOrUkga3iaL1iZUZGsgUvzByLp989KnHJ2lx+LN12VJQb3/rYJAQYw+xc3gsixL6F+LmcC10IzYRfM32YBXa3DwDgCwRw/qITRp0afsYwZUwS9BoVnn63Ck9uPYyCSWlQAd0SvxLExxLMOolMtJIK6tWOw+tH2cFvxITLTXMnQq9VIXWIASX5WZKwhFAFIrjkDRo1nN4AHtp0ENb/+hA/fesQmu1utLm8olcAkE/SXPbeMWjValRUnUdtoy2oleJHUpxeEn4Jz/UQGpFdN9QIu9sXVJflu6/KicM9eUe6oofPotfAqFNjyphhGJ5gxOtzc1HzwnSU5Gdh+xHeI7fho1pJuHD1nGxcY9Tg+WC/kszlfFntlQpcdVQi3FuhF4IYiJBJ3UWUXKsAYAuGIjiOQ0XVeczOHY7/+bEVNpcfw4caYff4EWfQiGqJTo8fDHyvEABw+3ww6tTgOF4HY81fTqLiaH2E5yM/JxVL7uYljNUcJxHEys9JRVqiCcnxfJOo0N1oaaEVyfF6pA+zwOn1i0Jf4eGOdYVWUe45fCdmc/nw9mdnUHhzGjiOw7MhXpK1BVYMH2rEf+aPxR+PnMOisiqsLbDi24tOpA+zwOb2waxTQ62Obtcq7dYBYGf1BYkK6mDZFRq1KszOHSHxSv3Pj61otntQUnFC8j6lJ5kl7418qTVfsjx8qFH0CiglhJp1asy7ZZSkbfov77sRgWC4pq7ZgX9edoqJm9cnmdFs92Bx6Jwq4FvAK11DEH6Tm3PnLzrx7B+OYfWcbCz/Yw0aWt3YUDQB1w0xiIJfr8zJgc3NC9bljU3BX79swI/GD8fisNLrK/F8dUbQrbdCLwQxEBkcq3MPE+5aVbohXnJ4MCLBjOFDdREL7uo52TBq1dAHdQ1MOjX8DBHaEioO2H38gmgEyOkarJ6TDWEjtfSeTLS5fBK5caD9prLmgRxeFCsoFFbbaMPppjZsLOLj6qHqnuGGR2mhFR6/H7VNdtg9/gh39uLyKkk1C8cBKg6SG+C6QiuujZLdD8jfEIXwTFObG9+2OAbdrtDh8UeEIGyuyM9g2XvHeMNRK19VIpAcr8e1Fj1c3gBO1F/CpnkTZdUsi6emo9nhkeTibCyaALcvIOZVCHNj7i0j8eTWw+IciAh1PJwrJgjLVTet31eLVx/IkYT7Vs/Jhl7NNzUTcpLW76uFze2L+A7s+UcDJl9/LdKHWZAcr4e5h/MhOquJMxjygQiiMwyqEElP9KuQew65zPHtR84hKd6AJ7ZU4usmu7iTCnULe3wBODx+VFSdh83tE3MeQo9ZMXMc8samYGf1BZTkZ2HFzHERugbPbDuGJXePwcI707H9yDmAMUXNguRrDOAALAhpYJWVOoTPvnf5gq3fOdg9vITymgdyROXQF3d8ieKyKiy9JxPDhxqRHK8XKxl2L75d9I4kxenh9Pjx8OSRojs9VBehI4XNaP1bSgv57q5Xa5WI0hyV045QDCkYpDe1cJ2QUEXO5durcUt6Er5rc+Ot/ZG9ah65dZRkXuZlJYPjuAjNluKyKlxy8Cqvip4QvQbLt1dHhAlXz8nGho9qI5rtleRn4eUPalBcXiWGxdKHWbDwzkhtj2e2HcOPJgwXwyFPbj2MZodHVpPF3s3vPiVwEkTXGDTmdU/0q1CscTdHJkrmjU0RF2alBTf5GgN2H7+AwpvTFJMtjcHF6+HJI9Hq8irmRqQlmoL/S8Hbn53FT24bhZoVM8SdoaBr4XD7ccnpldz0Be+AxaBB22UvlrxThYZWN1bPyRZbvYfuOJe9dwyb5ubKelJa7G7ZREGAzyfpzIKsnCjni6ptMNCJNkcd3sj3RGiAJ9c/I8CYGI4S8gLKDn6DvLEpoqJsUhxfbaTmOKQlmlC6txa1TXZJr5rQ/J/8nFTcnztCcQ4KOihKoY7aRhu2V9UjwNqrP2wuH1QcsOZBK+qaHTBq+WZ7vhADQKPikJFsQfFUvpxb8FDsXny7OM4NH9XCotfIKnseON0i8aD99tMzKJz0vS4bqZTASRBdY9B4MHqiX4Xic8joQoQaFUpaBHXNDkzJGAa3PyAKY4UfY3P7UFJxAp+caoTXF1Bshd3U6sapBhuuTzJj5vj/1967h0dV3fv/rzXXzCThFgMFFRECeANGQqV4qahYQM/heFQ0aQFtPag9WuRLtZ4e6Tm09VIVKXDqg0q1AragtpbSnxcs9QbKQQkE0KNAuMi1EBIgmcx9Zv3+2LN35rInmUAm5LJez5OHMFl7z9p7PrP32mt9Pu/3OYanSKLF9tOTh3PSH+Kh1xsdKCF5DVyfNZkz6WLeqDiQVgmjJ+9Butul7uRqliiY5HjZjMJmYqLsrsdv4IMHx/LclJFJFQCdkaZiVBskJGtQFORZWWCiS/GnTfu5Z1kFNT4todFiEfR02SkbrWlP6N4dP7vxQh6ecAHTl240fEdWbTnE+PkfMeg/32L154eTkoAfnjAUfziSMVb31/oAc42KRLfUVVsOMW7eh4A2MwMQCEU5t5eb+kA443el7LL+/O/uYxzzBnlw/FBjtmLOqi94cPxQTviCaTNqBQn+PYumjKSXy8G8NTuZsXwzgUi0RTOaKoFToWgZXWbY3RrTm5n2ke+0pSlJJq5n6xfc1Kf6ue9u5/F/1ZY8igudpr4iSz7eQ3Ghk5Hn9eKepRXMnTycZ24bwR837jeqQbzBCFYBhXk2AuGYqc/DoikjCUdi/PLNL5PknaExefPZ96uMCgSnzUL5Zf3xJRxHYhnjK/822vRcFGaoeCnpXdCiC7Iu/pS4xt/ZaS5G8522tHJTh8XC81M1/4yqo15WfKp53FR8fYIHlldqyYZ2K8FoDF9Q057QZ7US82iefb+KuZNHGEmk/1Pu4YqSYvIdNp6bUsqST/bQ3eVg+tKNGWPVYbUwZmCRlohbnJ+U16OXRk8a0Y/7rinR4jYQ4c+bD/DO50d4evJw5q7ezsCz8tNyf/TvSnV9kMXTRiGR3L003TfnuamlzFmVnOfkC2mJ17oexvwyD5NG9MMioCEuyJXtjKZK4FQoWkaXGWC0xvRmU/tIvPB4AxE+rqo2LsL6BVcXx9p51MvcdzU5bt2aPdEUraR3Af5QFJfDwvhL+nK7y27YuX+ju4sTvqCpMZrdauGsAqfpTaqby87MFZWGVsD+Wh82izAuun/efMD4284jXuas+kITz7LYmF/mYWZ8HVwfvGSaBs9oex2K8OKdo8izNX9B1p7kU7P/Kzu97kW2svRuB0aehTcY4Z5lFUnb6BopNy5ca+hg+EKRpAHbgjIPRQUOFk8bxUl/iCff2Q5Io7Kk1hfinmWNCcfzyzzG0ohZrG7cW8PF/bobSx87j3j52V8+NwSxbBbB/dcOTls+WzRlJBMu7stZhZoHyX/95QtWfLqPxdNG4XJYqUr4rtgsArfTipTmkuSpSyQPvb41ntQc5YZhmk7GzBWVPHXrcKIxaRJjm1k8bVRaDksiKoFTocieLrNE0hrTm03tQ7/w+EJR7llWwQ9/v7nRiOzRiXz/yvPJd1rZV+szciJA83jQp4T16ekpv93AMW+QobPfYc6qLzir0IE3EOGrX06gIRjBabOZGqPlO2xNLse8te0wYwYWMXfyCFwOKzsem8hzUzQTs0ff/NLQEXj2/Spjn7EYvPrpPsMNtimp5oXlHoQQPDdlZJqE8+/W7aEhmN1yVFdNpjNbBmlKlh608tVEHYw5/3yR8VmtmXU1gbi9e6r2xAMrKqk62sD0pRuRwM9uvJA+3fIYN+9DdlU3pCUcz1xRSX0gYhqrgUiUvj3czFhRydi5HxgDVN1hdfXMb7P90Yk0hCKs3HzA2G9xoRNvMMLMVyuNxMwHvzOU3ccaAJjy2w2Mn/+R8V3R80syxXjVUW/Sa5/traV3tzweWFHJozddwq7Hb2DOpIvp1yMvYxK022k9LZ0MhULRSJcZgmczvalXhJj9Xf9br3x7RktnXRkxMQHt0Ak/Nd4gM+KzDTOuLeGXN13Cr2/3cMwbxG61pEk5P3PbCH719ldG1n5NQ4gVcXv3lZsPcP91gzNeHAuc1qSpbn362u2wGUmfWw8c5/KSYqSEukCYH1x5PvdfN5idRxqfFhP3OW/NTuat2clnj1xnKDpWHfXy3ldHjCfWfTU+HnvzS47UBVlQ5uHFO0bhtCc/ga7fXZs2C2F2zs0SGrtKMp3DauGJm4dxbi83/lDTsvR6Uujqzw/DJX0Z3LuAvt3zePnjPdy4UDea81CUYVarpHeBMZB84uZh2G3aAKIpPYwF5Z6kktWF5R6iMcmg4nwj7nW/nFfjyzWJMxZzJ48wDPPqA2HDvAyIJ51K5t3uwRuIGOZmibMuNgvsrq43ZtUS/7bi031JfdYHHXpljZ68vKDMg8thzThbdFahs9PHmULRFggpO89ofdSoUXLjxo0Z/554M9P9OfSbmhAiowuiPxzD5bDQEIxqlRaBCA6rwGGzaNvr+3FYCYZjxCS4nVZ8wQi2+OAjHJPkO20EQlGiUvtd74M/FMVmEURisnF9PT7uyXNYCcSTImMSXA7tPfMT2lkFhOL79wUjmnpjwjH6QzFjf067BX8omvQ+DquFQETvg9b3xPNjFdqx+sNRo9/W+Hvox6j3PfH4vHFny2A4RjgmKXTaaIiviQcjMZAY56q6XpNfLy504osrhR7zhgyHz55uu2a93Trr3Wds0bypGPUGI0xfstG46a2e+e0kPQmAMQOLjEGaNxjhpbW7Kb+sPw3xJMn9tT7yHVZ++eaXxpKXfqMuLnTys3+6EJfdZnzG1oRYcdms+CNR47OzWTV3YD1WbBYtjvW4SI2FhmAEh0UYsZgYC5FwlGCsMe6dFkEMDP2WvLjPjx6Pej/0fQJIGr9HDcEILrsVfziK0yKS9m0Vgg93HOXyQcUU5Nk45g2SZ7dSmGfj4HE/Dpumq+ENRHj54z2G6++Ttwxn3t+2M+92z2n557QC7TI+uyoD/uPNFrXf+6sbc9STdkVWMdpmSyRCiBeFEOuFELNb0iab7bJBf9qbvkRzDb17aQUHjwf43bo91DSECEXSM/iXb/iaGl+Il9bt5uDxAPcsq2DII29z77IKgpEYR+uD/G7dHmM/td4Qtb6Q4Uw6fWkFkZikLhDh7qUVzHq1klpfiLuXViT1Ye3OauqCEabHX5++dCO1vhC+cIRl6/fiC0eoTejH3QntfOEIJ4ORhNcqqPWFmPVqpbH/l9btptYXIhKLccwbSnsfbyjCzqP11AUivLRud9r5icRi1DYk91t/j+lLK6gLRnhp3Z6047tnWQVH64P4whHuXaY5yt69tIJabwh/KJp0rmauqCQak8x6tZKX1u3BF09A1B0+Q9HY6Xz8HYLUpSHzZagEWXqHlVtKzyGY6oYajfHwhKFAY+Ltc1NG8t//fBHBSKNz7t1LKzjh18qSf7duT9pn5w1on6seK3WBCOt2VifFYGIsrNtZzUmTWI+Eo5wIRJK2ORGIYAHCsRi+cCQeSxsJx2Jp35GTAW3AWZeyj9qGEOt2VnMioJmu6a97gxGuHtKbe1+p4MevVRKOxrT4i7sFh6MxZr1ayT3LKii7rD9fxWXH576rqYQ2V+WkUCiyo00GGEKImwGrlHIMMFAIMTibNtlsly1mJYC6L8cDKyoJx2RGLYvxl/RNK7084Qsz69Utxt/GX9KXhlA0rXQzEpNGvsQPx6YLBD38p62MGXSWqciWNxDlXzxn4w1o+zXrhzcQNd32h2NLko7xode3EpOYCn6d8IUZVFzIAyu0Y009PzGJac6H/h76OTI7vlmvbsEbiCa91hCKUh+IpLX98Wtb+OHYEuMzSRVyaklJcUcktdx51ZZDrNx8gBemlabZ0MdiEm8gQneXw7RcuLvLAejlo34QosXnPDUeHlhRyZhBZ6XFoB4LYwadZRrrwYTvQOK+gjGJlOANRI1Ykiax9sCKSkIZ9qG/Z2o/9d/NYjIpdldUcuC4nxsXrqW6PqjKThWKVqStFhrHAq/Ff38XuBLYmUWbS5vbTghxN3A3QP/+/TN2oCl1SL3UNHVNVv+b2Zq0rqKY2EbfZyKJAlqZ1rYziWyd28uNEFCYZ2+2H2bHlXqMzb1Pavmq/n/9b829h9nxJwowJfY5U9um9tNRkzyzjtF4EnHiMt0dlw9AmMxG+sJRXv54T5P5OHqS6Jr/O8K0ywcYlUipbZs656nxkCmGUuMkMVbNVEj17xxo8a2Taf+Z9qG3T+2nXgnSlPeJ/nv/IjfbH52IL8VttauQbXwqFC0lqxkMoTFJCPH/hBD/KoRo6cxHPnAw/nst0CfLNs1uJ6V8QUo5Sko5qri4OGMHzMSw9CQwvbwytUJEL7k0y1rXVRT1v1Ud9RqvJZLoVpkp+z2xTeLr+2t91PnDae9l1g+z40o9xqbexxuIJG2XuG2m7VLfI9Px6QJMiX1uqt+Z9tNRp66zjdHEROQdj03kxTtHEYpqSxqzXq3kWH0QBHgDEVx2Cwvfq6K6Lmh+roIRXphWyt+/PML1F32DfTWnds5T46GpWMgU65kcexuCESO+9ffJtP9M+9Dbp/bTG19Wae649MTO2oZQlxxcQPbxqVC0lGwHCr8HbgAagOuAFS18Hy/giv9ekOF9zdpks11WmJWY6tbOC8o8uO3WpIv74jtG4bAKnp6stUldC+/htjPv9hHG31Z/fph8hzXNZ8FmESwo00oPF32Qbtf+5C3DWb/rWJoi49OTh1OQZ+UvlQcpyLNm7IeZmqPu7ZBqX20RML8svW0Pt51d1fUsKPOw+vPDaefHIjCOwew9FpRr25kd37zbR1CQZ016Ld+hJdyltn3mthEs+qDK+Ey6mmJiakVNLAYzlldSXKg54/70jW1GPkRNQ4iP/+NaigocaefqmdtGEI1JrBbB1UN68+DrW5j3tx0tPuep8aCrcabGoB4L63cdM411Z8J3IHFfTotACCjIsxqxJExibUGZB0eGfejvmdpP/XezmEyN3W9k8LZpDe8ihaIrk1UViRDiAynl2Ez/z2L7aUBvKeVcIcTPge1Syj801wZtCafJ7RI5nSoSMwvxmNSSDn84toRBugV2npapHopE6e5yGBbR3mCEwjybqiIxOb7EKpK6QNg4T/ox6efKYhHk2bX3dNks+COxXCkmtrssfTMfkt9PH82QR97mzRlXmVaTPHHzMMbN+5AZ15ZwxxXnU5jXqPCZZ4sPxgQMeeRtIjHJpBH9mq0i8YUbY9yeEpMdpYrEYRF4QxFsVisFThv/OOknJqFfDxe1DUFcDhuueAn16s8PUz66f5rHTWt4F50G7S4+uzKqisSUrGK0yRwMIcS347+ejFdxbABK0WYyWsJKYK0Qoh8wESgTQjwqpZzdRJtvoV1TUl87ZRJV+PR138K8zJMivlCUI3VBxs//yHhtzMAiXphWyv1/qEy74C+eNorpSzeavj5szrtp+yjMsxtlgPpNQOfjh69BAg8tSZZjzrM5qPOHkZI0Bcddj9+A5xd/SzOK2v7oRACGzn477W87HpuY9t7aNhOoD0QozLMnGaaNGVhkCDkBRGPw0rrdRqnfc1NG0hCKGrbza2ZdnWQprh+/rmqqX6wLEtbhDaXE+KCvK2gSmFmB654fmfIIzu3lJhKTzFuzU9MYMVGh1Je+1u+uYdWWQ8Zn+MTNw+hV4OCuJcnxOmvcYKZdPoBuLjv7anzYrYLpSyvS2vzgyvM1fZcETYwF5R6E3crdZu2vGkgg3BgXuobGY29+ycrKQ2kluYn/3/X4Daaxu/3RiQyb867xHdtX48PlsDLs8b8DmG63eua3mbM8+btrdu58oeys2RUKRWaaW3K4Jv6zCbAClwNO4NOWvImUsg4tifN/gWuklFtSBhdmbU6avdaS9z1dmlLuNH09g8uk22lNe01PcLNYBIFQlDWzrjbUGCeN6MefKg7Qw2XnuamlhnX1ig37qPWHKHDayHdY06aqvQHzder9tb4m18Ez5Ts4rBZqvEHmrPrCUAGdX+bBFwpT5w8DmlDXLaXnsP1RzdIdIfjxa1uMrP1MSaj5TlunrwppCWZJyPPX7GBhuafZPBswjzN9v2bqoD3cdj7eWc3cySOMv80aN5iyy/rzw1c2GYZoIFiYsDSht5m+tILH3vySJ24epi0pTitFSnA50pMxF75XhdthpafL0VgRM60Ut8PGkTpN/yS1JDdxyaa5PIrP9mquwx/uOIrbYWX3EzdQ+V/Xc8KXnp+SabCWeO60QX/XVJNVKFqTJofiUsqfAwghbgP+IqUMnuobSSmP01gRknWbbLbLFU2pf5q97guaK1AeORlI2q9+Y9dnMBpSfCKenjwcp1Vbkphh8rQ177YRgGDl5gMsmjLSmGX48+YDaSZUC8s9xCQ4rCJNhVGzY5dp5lILyjxIKUEI8uzJZlqbvq6l9LxeSQqL88s8vPvFYS7u1yOtUqEp6259FkRh7kNypC5IvtMWN9PzJM0WPD15OE+9s91om0np1GIR5DtszLttBH265+ELRjkZH6T+aHklNwzry1O3Dufsni4a4noqiU/tD76+haduHW608QaSvU9WVmozIs9PK+WxN7/kvmtKMipkuhxWNn1dq5moOW2s3XnUiMlEg7TCPG3J8Zg3wJxJFzOoOD8tdnUDNH3/J3xBJl7SN2mGZEGZh8V3lDJ9SeNrGb1y4iJ6oM0mHasPdlk1WYWitcg2B+O/gfHANmCJlPKTXHfsVDjT64faum3ytPGvb/dgFRhS4YbRVL4Dq9WSpt4I2hLCU7cOp18PV8Zljd/8fSc3XXoOZ/dMbqO7VQ7uU8DOI9oac9no/hS5HQQiMer8YXp3y0tSfBzZvwc3XXo23Vx2Yy3+wAk/+U4rDcFo0hJHJnXJ56eW8ufNB7h6SO+k9pNG9OMnE4YmSaE/ectwVm4+wA+uGnimLtbtbo27uTX/pATQYJRoLMa9CYO8TG0DYc2LxOWwUR8Is/STvcxbs9P0c2xqKWJ/rY+fvrGNZXddxq7qBkp6FxhLZ29tO8z2RyfgD2mKtzXeUEY31PllHooLnew84sVps/Dl4ZNcPqjYGFTkO600hKK4bVZKZr9t9ENfuinMs9MQivDyumQFzh5ue9qSob4UGQhHKSpw4gtFsQk41hBKisenJw+nV74Dt0OLRT33atb1Q9MG66m5Gjmi3cVnV0blYJhy+jkYOvGZjJ8LIa4GlgkhYsBjUsqXT71/nQ9tZsNpzGzsq/Hx+FtfAo3Ok75QJCmpNJM+R78eLmNq3Oxpa+F7VVRVN/CLf7k4qc2qLYeorg+yaMpIBvcp4Bvdz2dJghzygnIPIOlV4MBtt3LfNSU8+34Vc/76f0mJg/oF9ZyerqT+JU4xJ1pv+0NRJpeeC5D0tF1dH6TQaUuaBVm5+QDlo8/r9FUhLaE5r5wkF888G7GYNG2bOFDp083Jg+OTB3cLyj0M7lNgVFck/i0xX0PnmwN64Q9F6V/kpk83JzUNIeas+iJp8DDxkj5Jg4oZ15Ykfd6JbqjFhU5O+sOs/vww9183mHHzPuSGYX2NOKo66mVQcT67qpPTvBa+V8V91w5m6Oy32fGYZh54/3WDqfOHKXDYsFhFxqW4Gm+IPHtESzwNRyl02gy/l/21PgqdtsakWBpzr3SzwpLeBdqA3Nk1y1gVilMlqwGGEOJ2oBwoBH4FvAG8Bbycs551UPQbQUxKxs370Mje19FFk7xBTcsgk0X3/lofhXnpU+NzJ48w2ugmWGYGVA3BCMFIzFDuBAzVzRemlXJPwlTyk7cMp6Q4n5tLz+Gpd7YnqWcumjIyqX/6kkdxoTPNenthuYflG/ax+1iDYYLmC0aMJ0NfOMrgPgWc3XNga1eFdAqaswJPmsUIxwcVQiS1TUwWXT3z24aKJTR+/s9PLeU7F3+D2oYQi6eNArRKnhpvMM0o78lbhhOKRInEYswcNyQtnh7+01ZemFaatLSiJ50+cfOwpARpfamkZ76D8sv6c+RkIC1HwmmzEIjENAO3OJNG9GPW9UMQAtbMuhp/PIl42V2XEY7GOHDCb+w/9XtU5w/Tv8jNb/6+MykR+awCJ0LAWYXOtFhMFDy7ceFaY4YocRCiUCiaJ9v56VK0GYvPhBB3AfXA93PXrY6PvtZrdiNeUO6hl9thuKSa5U2EIjF+/tf/42f/dKHxtFV11MuT73zF9684jwXlHlZs2MctpefgtFq0pDmnLcnVdGG5hz7dnEn90p/qigudSZLgL0wr5Y1NB7jvmhJ+fbuHqqNeFn1QRWGePelJV0++84WihmQ0YAxI5ky6mPHzPzLW5hffMaqxUqSJm6eiabItm0ycEcvoiuq0UdsQ5LE3v+SRGy9k+YZ9jL+krzETpS9j6GXGQgiWrd/L1DEDWqSy2b/IzZiBRUmDlXl/284zt3k4FooSk5LnpoykPhhJmklZWO7hB1cOBGD3sYa0WZhnbhtBcaGTXdUN9O7mpH+Rk1mvVpp+j9bvOobn3J7MW6MJAK/fXcO9r2zS4jJlcJZIvtPK4mmj4iXU2qBODYgVipaR7ZX+QuAi4DM0Nc3fSykn56xX7YimLNybwh2v8ohJmXYjfiA+M6B7iFRVNxiln3X+MOt3HWNgcSG/vt3DP05q7o9TfruBPt2c/HTiBfTpnoc3EOGOywdw3Bfm3lc2sWjKSL63eEPSE9yM5ZU8cfMwVlY22n3rT3X3XVOSbMvusHL9Rd/gx681Pr0+PXk4x7xBXHarkRNSddTL/x0+ybeH9M5KWtrtsJ7yOVQ0YlbGmpl5kaMAACAASURBVFo2qQtD6U/yzSXY/vKmS/jduj1pluoLyjwcPuHnG91dHDrhJxqTvPP5EW4ZeU7GWYJMyc2JScjvfXWEmeO0mQi304rb7sAXjqbNsugzZ/dfN9g08fTHr21h0ZSRFDhs1PpD7KvxmS5pWIWgdEAvivIdrP3JNTy9WksKve+aEtwOK95gJC0WMw3kVPWIQtFyslXG7C6lXAIgpXwcOCt3XWo/pDqwTl+iKShmo+jnD8dYufkA/YvMyzQTPRdWbTnE+PkfMevVSmwWQel5vZiz6guGzn6bB1/fitth5bkpI3nkxguZ9doWw+2yPhgxykB1v5LU9+lf5GbWuMFJKoeV+48nDQS+OaAX9YFIUnmpbgrlsluRSP7+5RGqjnop6V3AgKKCjCWxqZLNgXD0lM+hopFMuTqJNz7dn0Qv91z0QVWa+qWuzrrziBe3w2ZqoPfAikosQnDohJ9+PVx8uOOotuwWipoquq7cfDCtFPbJW4bz5Dtf0c1lZ8pvN7DogyrGXdTHUCO9e2kFB08EcNnNj6swz86QR97GbVL2+tneWrrl2dl1rIEHllfywfajPDellF/f7gHg2fd2ku+04rBbWbFhH0Nnv8NP/riV/7zhQn7+LxczZ9UXGWPRzBRxxvLNqqRaoTgFsp3BOCiEeBhN/+KbwNHcdan9kM1TYybcdivlo89jX42PGdeWGFPQunqg2VPfkbpgknOp/p4/fGUTL0wrZcYrya8/9PpWI0ci09Pqvhoft1/Wn3+/poRd1Q2s+HQfkzxns7/Wh80ijKnrTAOUgjwb31tcwXNTS7l3WWPexm++e2naev2CMg8rPt1n7Hdh+aVxuWslWHS6ZMrVSSybdDusRvKv/iQfDEd5Li5qpifY3nTpOcx9d7uRWGn2uffpnkdtQ5ATviDXXdjHUNx0O6zG/vyhKLNXbmNl5SGuv6hP0lKeXjXSEIzw/NRSLEIkidDpS3OpOT76cVUd9RKJSf5x0s+aWVcb+332/Sqq64PUBcKU9C6gTzcn117Qh3tfSShPLfdgs1qSqrPW767h/72qzeg1FYvZDOQUCkV2ZDuDcSfgA24F/MAduepQe+J0LjZ6VcA3ujkpu6y/MSMxZ9UXlF3Wn8p9x9OEsp65bQQFeelPbH26OTOucxc4bcydPMLUp0Rb897BzBWV7KpuYPz8j1j4XhX9i9z0LnQaAl5z392e2WAsGDXeJ/Gp7v4/bMZmFQnCSZqV+A+uGphkLa4Ei1qHpkTfdPRBiD4jNug/3+K3a3cjpWR/rY/BfQoYf0lfo6pj/a5jGYXWquuC/OgPlThsVh56fSuPvfklwXCMl9btwW4R+OPy9bpQ1pPvbMciBFN+u8GwPtcTRIUAV4bvUmGe3TRun32/Kp4cLfjpG9uM785PJgxlYZnHGDDNHDckfQZmuTYT+Mq/jTaE6/T3S3X2TZsFymCK2FGN9hSKM0m2ZapB4H9y3Jd2RzZPjamkZvojZdqMxAMrKnnq1uH8edMBTTI77iERjcVMxbpmjhtiqH2mPskdOO5n/podPDzhAnp3c7J42ihcDmtaeaC+JKLfPE74w2k6CKlli09PHs5Jfyht6QO0C3NxoRMppZYsl2cu7+3NJGykBItaRHNlrGBu914++jwKnTZsFgu+YDTpMx8z6Cw+rqpmfpmHmSk6LW9tO8ycSReT77QxZ9LFPPt+lTHrEZMwfelG5k4ebsSMIZQ1NS6UFYjwcVU1Vw3ujdtpzZinoc/o6dvV+TWtjlVbNPnwB1/fkjZrN++2EeyqbuDZ96uYX+bJMIC1MXT228YMHUB1fZBj3iCrZ347aTYxaRbI5Bx2BaM9hSIXqCt8E7hsFlOVS5fNfOInk2GV2QXw7J4u/u2qgThtFuMG7Qtpjo2pN/pze7mo8YbS1D5ddqvmRXG7h3p/GH8ohtup6W/o3iHQeCHXZ0kisRjPvp+sg1BdH6TAqSk+6kJcLruV3//v10bFSiJ6El+hy06BM/NEmLpgtx7NlbE2OQiJxHhp7e6kwURJ7wJuXLiWG4b1NZZUqo566eV2cO0FfZISP3WxrPHzP2LWuMFGTJRf1j9JUwIpqakPsvHrWkae14vpSzca2hip36X5ZR42fV3LTZeew5KP9/Ddb/VHSigf3Z/1u2ubXL55feNO3tp2mJ9OvKDJJRZ9KeaJm4fR3WUnHI0l6Xikfp+zGcgpFIrsyErJs6PQ2ip03mCEl9buTsufyKRAaabK+cGDY03Nvp64eRhnFTqT9qMrCD5yw4U0hKLGRbuowJFmIKUZPJUigXU7q7m4X4+kG8LTk4czd/V2jtQFWVCuKYceqw/xxNtfMu92D1JCIBzFG4hwVqGTQyf8dHPZON4QNt63p9uO1SJYa7L/BWUenDYLhXn2Zi++7bCKpMspJeqD3417a7h8UDEF8VmGe19Jj6tFU0byw1c2pb0+Z5KWILmg3IPdasFmEbgdVsMUb3+tj96FTu5astFom7iPRd+71JAJ179LZaP708vt4MBxP/P+toNVWw4ZuhdnFThNzQOfn1pKTEoK8+z846QfEGnaHfrsHTSq36bKnOv7a4f5QF0uPtszSsnTlNZT8uyq6Elzeg09aBer+68bnLF9JsOqGSk+CvP+tp158ax3HV1B8M1th7m19FxDQRHIOA2MgIHFhWmlsA+9vpXF00YRjUlWVh5gyrcGcMIf5khdkH01PkOt85nbRvCPk37O7uliX43PuMhDoxOs7lmR+JRbVOBAINJlrE0GEM09eStyj/5kftWQ3rjsFoLhKJA+W7ag3JNU4aTz2d5aBvcpYM6kiynKdxAMx8hzWFm2fi//4jkbIaCH205e/DtgNvswsLgw7QavO5nqonSgVVW9te0wX/1yQlr/5pd5yHdaWbb+a8Zd1IeHXt9Kn25OQ9itIRjhd+v2GDEMCUtyJvlNKh9Iocgd6mrfBC3NwchoWOWwmWbYp+5HX06ISckJf6NfwppZV5tXiMRnN5pyiFz6yV7GDu2NEHB2Dxf/810Pv/jrl8b08Y9f28ITNw9jyCPJ69Wrthwy9qEnDiYNPOJPfdkKQJ0O7XAGpENiqMzGJFEpufeVTRQXOpO0IwoctoymfTuPeJmz6gtemKbJgAdCUa67sE+S8d3zU0szVjU1Fadm76fnWeiDh4PH/RTlOzhaF2Ts0N44rRZDn2V/rY9APDbKR58HYMw8av46mVVzVT6QQpEbsq0i6ZJkk7mfTXunzUK+05aUYW+2H/0pM99hM8SHIjHJvL/t4JnbRqTpD3R32zXBoAyaFIdP+JO0B6Yv3UgwnLwkpmfWJ65X33dNibGPg8f9aRoHC8o9Rt9zrRtwOloknRVdUCsm4/+24Fzo51PXl0isOBk370OcdiuzV25LizddP2PRlJHG3GhUyqQ4Xb+7hpc/3sOCco9pVVOmOD143J+xkmTVlkOMm/chUkI0JmmIK4D2L3Lzyze/5Kqn3jf6nufQPH56ue2UjW6s3LpnWQW1vjAum6VF32eFQnF6qGF7E7Q04cusvctmwR+J0Svfbjz56a/7wlHDj0R/3W23ppV2rtpyCIvAkAP3BSNYhCDPbqUuoCl/plUCxAcB003st+dMujgtAVRHn94eM7DISML71qCzkhL5nNbGcWmudQOa0yLparMbpztjpJ/POZMuNn2arzrqZWXlIWISw+Jdlwy/66qBnPSHDbXX7Y9OTPvsNVOyEr5/5fmGZkZhniZhv7LyQNqSx5O3DDcUNvWZin01vqQcikT10WXr9zLlWwPYV+MzXwZx2vBHYoZKLiTHjErgVCjaDjWD0Qz6tLLuW9DcxSixvdtupdYXZvqSjQyd/Q53L62gxhvCZbNQ6wvz0trdHDwe4O6lFUlP5z4TbYIjdUEOnggwc0UltQ1h7lqykSGz32bpJ3spHdCLVz/dx5xJF7P90YmaEJLDhjuDdkZJ74KkmZBn368y/q67Zz4/tZRNX9dy+aBi/v2VTYyd+wGD/vMtxs79gHtf2YQvbgOe6am0tXQDmhrAdMXZjdOdMdLP57PvV2WcNQBtUHvVU+8DMGzOu1QdbaC6Ppik9pqqnTJpRD/WzLoaIQTRmMQXihIMR/nN33ditQimjhmAPb6ssePRiTw/tZSVmw/w1rbDVNcHcTusbNl/HLfTSnV9MG325OBxP+98fkSzdXdYM86qNRUzLf0+KxSKU0fNYOSQTE/fL0wrNZ4i0w3DNvPinaNME0N1HYLEbfQE1DuvON/Q0wiEo/z3W18yc9wQ06fUhmCE7Y9O5NAJP4VOm3Ex16tD8uwWAuEYI8/r1WRinC/UKE2daubWWtPOTa2bQ9dTCT3dGaNEMS7AyL/whcyTI+v8YQBDR+WzvbVMGtGP+64pYVBxvlF6mskavuLrWsZf0pd+PVwcPuHHIgRn93QZNuvTLh9g2K6v3HyQR9/8kq9+MYHnpmj6MLr6aPno/izfsI8FZR6QkuXxAbWeY5GfYEamci0UivaB+rblkEw3A12VM1PSW57dSp7Naiyp1AciBMJRfn27ByHSK0q0aenBHDzu5yd/bBx8xGS6eNaC+LJH3x5uBhXn4w1GkpY/LBZ48PUtRnlrMNx4sdZvLPpF3Uyauuqot1UTPJvU0TA5F529KuB0b56J51OfOVhYfik9XXbKLtP0JxJjRZ8hqA+EOeELM+PakiRztBnXlvDc1FKsJlLgDyS46+rYLILtj040SkzDUa3c9EhdkE37TvDNAb3whiKs3HyQMYPOoqR3AU7P2eQ7bHz/yvOJxSRLPtmblMBpswiERRjmZUp7RaFoH6gBRg7JdDPQ5Zkz+YfoN4t8hw0ptWUIvc4/U0WJbkSWesMVYNhONwQjVB2tN8pazbQKdL2D8fM/4oHllSyeNoqF5ZeyfMPX6a6b5R5mXFvCvDU7TSpMWmf1rak8mM6oEtpcTsnp3jybOp9F+Q5jUNsQv1kLIVh8xyhcdgvhSIw7rjifJR/vSRpQLvl4D/dfN7hZd11ojNUCp7bvn76RrN3itFpYv+sY/zryHAqcNq2yJc9KOBqjMM8OwA+uGojbYSUQjhKMRLknYaZPz0dRuRYKxZlH5WDkkKaqUBaWX2qaaZ94s7BYBL5Q1JBLjsQke4950xwtF5R58IXCSfkQk0b048HvDOXB17fi+cW7fG/xBvyhKMPP6UFMSooLnRlnUBKnw91OK0X5Dr5/5fmmng93XnF+zrPyM62bt7TKp72TTU5J4gAh0fOlJTfPTOfTao0LpwlBYZ4dq9VitPWHYyz/dB8FTis3XXpOkrfOTZeeY5o39M0BvfAGImmxuuiDKixCGPkcusZK3+4unHYro87rxb3LKhg6+21++sY2YrJRPyVx8AUwI57MmZqPonItFIozj1LyzBGJT6L6coI/HDOepPS/m1WRJF4MY1Iy5JG3DRGiyv+6nqUJU8S6IuKdV55PvsPKweOBZmcn5qz6gidvGY7VAg++vjXjDMaYgUXGEy2Q1A9oVEj0hc5cFccpVpG0S6VEMyXY9qI0qQ9+7FZhqvK5eFoptQ3hNHnx9746Yix11AfCFObZEEI7/UMeeZsbhvXlwe8MTVOhfeqd7WmCb/54TlPjbIWHUCTGk++kq3ZaRIceULTL+OyqKCVPU7KKUTWDkQNSn0TvXlpBbUMIiwCEdiMB7anMaml8ajR70kp1d+zmsrPwvSpDu0B3SNWmk/2s3HyAOZMuZnCfzLMTut5FTJI2g/L05OEs+qDKeNr83bo9DHnkbfbV+DJWi5zJJ8XO9KTanq3C9ZmTTCqfLoeNlZs1874djzW69G7ad8JoZ7NYOOYNUeMNUh+fbUtMWtZnIR56vVGLRd+/22k1qZ6pJByVPPidoYZjqu4ArFAozjxqgJEDzEsJKzlaF2xxOWXqMoDuSpmIntcxf80Obrr0HFZ/fph6v/mUta558dneWvr1cCXdFBZPG0WvfAfzbvfwwrRSVny6j3lrdhpiX09Pzrycozh92rtVuL5kZ9ZHfyhK+ej+xKRkX42POau+AODB7ww1llOmL91IJCrZuLcWu0WwsNzT7DKdvn9fMGra7txebkMcTh8gW9RVTaFoF6ivYg7I9CSaqJiZrXZB6pq7M+7wmrqubbcIjtQFmfvudu64/HyWfLKnSZ0D/abwgyvjxm0SEJBntxpLHgvfa9THWLXlEHNXb2fxtFNf+1c0TUfIKTHr44JyDy+t201tg2a1brdqg4dZ1w9Jm5148PUtXF5SzF1LNvLYm19SHzAfMO+v9SWdA4uFjAPmRJ+Uuau3k9eOzpdC0ZXpmKn27ZxM1SOpipnZTn3rywC+UISjdUH693Lz/NRS8p2ak2WezYLdZjH0KArybGnlo95AhCWf7OGtbYcNlc61O48yakARLrsm/DVj+Wb6dHMyc9wQ+he5WfuTa3ji7a+M9e0jdUEk0liOULQuLVWOPRMqpml9DEaxCLjv2sH4Q1F2H2vgyXe28/CEofQvcpsOtAudNooLnfxwbAkFTluajfvCcg/5Tltjfk98wJBaPaNrw+g+KXreUEeuIlIoOhM5/xYKIV4ELgLelFI+mm07IYQN2B3/AfiRlHJbrvvbGpiVEuqJazpm5ZRN3TBiMUlDMMJP39hm6srqC0aN/Au/yTS2LxThrqsGcv+1g6kLaE+aN116Dss3fM33rzyfGcs3U1zoZNb16Ql3FqENLp68ZXi7yAfozGTrPNsWJnPN9TEWk2mJl7/57qXYrZr3jjcQMcqYdbS4jyQlds64toTnp5ZS4LTREIqQ72jMpUk8B0X5DqPkWnP+1UwD/+e7HvyhGLsev8EwNlMoFGeenA4whBA3A1Yp5RghxEtCiMFSyp3ZtAMKgeVSyodz2cdcYPaUF43FkhQzU6e+m7thaHkdyf4KD/9pK/NuG6EpGTpt3HnF+bz88R66u+0smjISbzCSJLL1zG0jOOEL8Y3uLuat2cn63bU8detwQ/jrzRlXZbR9P3hCSyD9wVUDW03jQnHqNOfR0ho0N0OS2ofiQif+cJT7/9AYwwvKPIAmBpfo1puqRrt+dy3PTy1tTIQORLBYIM/W+J4WizC+T/2L3Dx60zBsFqgLRvjJH7e2+UBLoVA0Ta7vFGOB1+K/vwtc2YJ23wL+SQjxqRDixfiMRhpCiLuFEBuFEBurq6tbreOnS1J1Q56Nwjx7k9oFzXlMZMrr6NM9z/AyuWdZBWWX9ecmz9n4Q9E0p8sfv7aFbi5NQVHf/uyeLkP4K1PCncthZc6qLygffV67ygfoKOQiRnNdcRKNxvAGI7jsVnYe8fLS2t1picmpfbjvmpK0mHtgRSXTLh/A9ke1ypKVmw9k9MgpyLPx0ro97DzixeWwEolKgpEo0WgMSKjOWrrRcAeuC0ZYsWFfztx8uwLt9Rqq6Pi06gBDCPG8EOID/Qf4EXAw/udaoE+GTfNN2n0GjJNSXgbYgRvMNpRSviClHCWlHFVcXNxKR9L6NFdO2dwNI1P2/r4aX9oF/bgvTO9ueRllyvPsViaN6GdsbxWCheWXsr/WvBTVH4qqpM7TIBcxmsuKk1hMUuMLcU9c7EoX01q+4eukG3dqHzINUAvz7MZ+bi49xxjQThrRj9Uzv82ux29gzayrOekPJ4l43bOsgvpAhPpghGg0RkMokjYIf2B5JeMv6Zv2nroZnqJ5Oso1VNHxaNUBhpTyHinlWP0HWAi44n8uaOL9vCbttkopD8df2wgMbs2+tjeau2FoeR2elAoDD/PX7EjaRq9WSXW61Pe3r8ZHfSDCrOuH8OQtw/lwx1FiEooKHBQVOHhuysj0KgaHtcNrTHQ2cllx4gtHDbtz/Ub+8J+2Mv6SvkkzJG67lQUJMZlpgOoLRaj8r+/w++mjNYVQIXhuykh+MmEoqz8/TNVRL+f2cmO1CFZuPpA2YD7hC9MQiuJ2ZHYHTn3PfTW+Tu+sq1C0d3Kd5FmBttzxv8AIYHsL2i0TQjwGfA7cBDye476eUZrzmLBYBIVOm2bF7rRRHwgTjMQ4UhdM2o9e4vfs+1Wmjqzz/radZ27TTNOWfrKXcRf1YfrSjUkZ/C/eOaqxXFV5OLRLWlpx0hIyzaZprquNicl6H/RKpX+c9DN38gjDN0fPwQhFYkl5GQvLPeTZrbxRcSDN3+bJW4ZTVd1gVC7pA2Ygo3dPQ1CTI0+tLqmuD7YLFVSFoquS62/eSmCtEKIfMBH4lhDiIuC7UsrZTbUDtgJ/QJMkXSWlXJPjvp5RMt0wQFP+dDusRGJw77IK1u+uYdfjNzDntco0q/SF5R4cVgvV9UFCkZjhlFp11GtcdPfX+ujpdnBr6blpDpgzlley+I5RqhS1A5BtxUlLacqkL63qKRQ1JOt1jZUnbh5G/yI39YEIdovgriXpMfb76aMZf0nftKRiXeZeH2DoA+ZgJMaz71eZxPul5DusLJ42CpfDasT5qi2HsMWTQhUKxZkhp3cQKWWdEGIscD3wlJTyJHASmJ1lu+G57F97I/WGkVpZsuOxicaTZdVRryGspT9B7q/1Gb4hi6aMpDDPRo03xJTfbkgqOy1w2ljyyR7uu9bcAVNdlLs2ZrNpC8o95DuSy6ZTq56evGU4KzcfwOWwEosnaBbkO01jzBeMNqniqVdb6fG69JO9xqBDj3dfKILVIjRvEwFTfruhUznrKhQdnZx/86SUx2msEDntdl2BVKO04kInkZjk4HG/8WSZ+DR348K1xtNcns2KlJJIVDLlt59SXOjkqVuHc3ZPF4FQlKiU5DtsjL+kL/846Td9UlUX5a5NNssvZmWyD/9pK89PLeWNTQcYM+gs5qz6gjmTLjaNMZBGsmdxoZP7rikxBsnBcFQT2QpGsVjAabVQPvo81u+u5a1th6muD/L05OHMXb2dI3VBFpZfSi+3/bRs7BUKReuj7iJtTHPaApmeDAGeXr3dWON+a9thSorzNYGivGQnVm8wamhbRGKSVVsOGfbtidPLcyePYGGZhxlJKorqoqxofvklU55GvtPGtRf0oV8PrYrJbFljQZmHl9Zl1mtZWO7BabMkSdf3ctuNAc++Gl+S26qu/5GrnBSFQnFqqAFGG5KN+mKmJ0PdQr2kON+wUNef8JDJNwG3Q9MumHFtiWHrXh8IJ9ls674QT9063FgzN/YXd3xVF2hFJpqSw5+z6gsWTRnJNwf0SlrWGFScjz8cNWbQnn2/igkX9zW0M6AxR+P5qaXcs6wiTT5cSsm4eR8SSagO0Zf1EvOG1AycQnHmUZKMbUhzYlrQdAb/mIFF3HH5AALhKN9bvAHPL97lrpfTnVl9oSi7q+spu6y/oSlQmGdus92vh4t8pxUZl32+6+WNLXZ8VXQ9zMpkdTO9z/bW0i3PbpjyvbXtMKs/P0xtQ0gThYtrYjw84QKKu5nnaOQ7baZuxDUNIWZcW5LUvj05zioUikbUAKMNyUZ9sSk77MV3jMJqsRiS4RkHKXYrV5QU88CKxnaZdDHqA2HynTb8kVizgx+FQkfP03hhWqmh0qlXb3xzQC8aQpEkF+DvX3l+UjzqM2h1fnM31URjQGgsV31geSV3XnF+u3acVSgUGmqA0YZko76YUUApLnbldjY/SLFYNHnyxHb6Wnjifp+ePByB5veQa+lpRefDYhHkO2zUNoSYs+oLw6lXKx21YbVaDPVaPScokc/21lLgtKXF5YJyD6s/P5zUNtGavSDP1qTsvkKhaB+ohco2pDkxLWg+gz/T2ndq5Udqu1VbDpnmb+hmUt54Rr+qKFG0hGwFvzLF7YHjfub9bUdSqXU3p82oGjGzZk+MSRWbCkX7Rc1gtCGJF+Omnr6a8i1pSiI6FpN4gxFiUmIRpEmLl48+T7PCjhuwuRNssXMpPa3o3KTGK2DEoTcYIRaTGeLLQ0+3ner6IDcuXMuU324g32nDYbMa1uw7HpvIEzcPM6zZVUwqFB0HIWXnSeIbNWqU3Lhx45nuRs5JKnXVtQJsFmoaQjywvJI+3Zw8POECendz4gtFjRkLt6PpqpBMJbTNldZ2QM5Y5zt7jMZikvpAmEAkRr5DW9LzBiLkO6wIIbT4cVqTNC78kVjGmHPZLY0x3DliLxtUfLYjBvzHmznd/95f3ZjT/eeIrGJUzWC0YxJnJPQnQUjQKJAYlR9VRxt4YHklxYVOHhp/AbNe28LQ2e9w99IKDp3wE43Fmn0/s5kTwyJ7iaouUTRPIBIlHIsRjsYMW/V7llVQ4wshpVaplFgBVesLa4OGDDH349e2UOMNaTtXIadQdCjUAKOdks2NPbHsVZddvu+aEh58fUtStv5Dr2/luC98ShUh2ZTWKhQ6sRh4A1FD2yLRVj3bWNLbFRc6mXX9UH76xjbtO7BUDW4Vio6EGmC0U1qqmaGXoWbydzi3l/uUKkJUdUnXJtMsWibcTivn9nJn1LbIJpb0mLvvmhLDDE0NbhWKjocaYLRTWqqZoZeh7q/1mZbC7q/14QsmX5izuXlkU1qr6Jy0ZHlMjyVfMJoxBnXvkdTXU2NJj7lMg2U1uFUoOgZqgNFGtPRJMOONPRg1zcx/a9thVm4+QHGhM6165OnJwynIs2oy4An9yebmoapLui7ZLmkkxtLsldsoyLPy9OThaRUjZrG0oNyDy2Yx9uMNRnA7rDw/tZSjdQE1uFUoOjCqiqQNyMaDJJttUh0ki/IdAGkVHhLJoRMBzu7pwheMctIf4unV25l3uweL0N7PG4wwfcnGJF2CMQOLWHzHqDRtAVVF0nq01xg1IyYlQx55O8n3w2YR7HhsohFHkB5Lk0b045EbLzSqSBIrmKLRGA3xqpCqo15Wf36Y8tHn0cttp9YXTor3RVNGEo7GmLG8MuvvTSdBxWc7QlWRmJJVjCqVmjbAzMBMd4DMJBSUKmCUyUGywGlLEx3yBqP85I9b0wYPukBRLCZBwiv/Npqqo16efb+KVVsOOGpaZgAACdBJREFUZZx+bs5ZU9E5yVbULXU5b9WWQ1gEPHrTMO2FhEuRPxLjnmUVSftcv7uWF6aVpn1HfvjKJl68c5RySFW0KrkeMCgaUXeLNuBUEyX1G3usCQdJ0/drQjG0KTv46vqgUu5UGGSjPAvpA5FJI/rx4PihTF+6MW3moSmbd7PX8+IlrKAGtwpFR0N9Y9uAbJ8EW2t7M/lml82irZ1LTO3gn7h5GPlOm8qtUBhkKwOeOhCZdf0QEwt2bcYNSBuMzLp+CL7g6X1HFApF+0MlebYBp5soeSrbJ4pmue1Wan1hpi/ZiCvDE2T/IndXWNtWtJCmZOsT2yRK4PcvMi9TdTusSbF8k6cfP5mg6VzMXrnNJDFUJRMrFB0Z9WjQBmT7JJir7RNzQHS9DPWkqGhNEvN0mjPO02MZCdOXNiaHxiQ8cfMw+he5Vb6FQtEJUDMYbUQ2T4K52j5x3dvMtl09KSpak+Zm3PRYdjvTk0PHzfsQ4JS+IwqFon2hHlm7AIk5HHoVinpSVOSK07VwV7NpCkXnQM1gdAFSnyir64Pkx83S1JOiIhdkM+OmRNwUis6NekzoApxuDodCkQtUXCoUnRs1wOgiKLEsRXtExaVC0XlRSyQKhUKhUChanTYZYAghXhRCrBdCzG6mXR8hxNqE/9uFEH8VQnwshPhB7nuqUCgUCoWiNcj5AEMIcTNglVKOAQYKIQZnaNcTWALkJ7z8I6BCSnkFcKsQojDX/VUoFAqFQnH6tMUMxljgtfjv7wJXZmgXBW4H6jJs+xEwKnUjIcTdQoiNQoiN1dXVrdFfhaJVUTGqaM+o+FTkilYfYAghnhdCfKD/oM1CHIz/uRboY7adlLJOSnky5eX85raVUr4gpRwlpRxVXFzcKsegULQmKkYV7RkVn4pc0epp21LKexL/L4RYALji/y2gZYMab3zbk/Ftva3RR4VCoVAo2gMttY/f+6sbc9ST1qctlkgqaFwWGQHsbaNtFQqFQqFQnCHaovB8JbBWCNEPmAh8SwhxEfBdKWWTVSVoSZ9vCSGuAi4CNuS2qwqFQqFQKFqDnA8wpJR1QoixwPXAU/E8i5OA6eBCSjk24fevhRDXo81i/JeUMprr/ioUCoWi49DSJQZF29Em0nlSyuM0VoO0dNtDp7qtQqFQKBSKM4NS8lQoFAqFQtHqqAGGQqFQKBSKVkcNMBQKhUKhULQ6yr5QoVAoFO0GlbTZNB1JN0PNYCgUCoVCoWh11AyGQqFQKLJGzTB0LM7kjIeQUrbazs40Qohq4GuTP50FHGvj7rQXuuqxN3Xcx6SUE9qyMzpNxGhXoavGYyrtOT4baH+fUXuMm/bYJ2ibfmUVo51qgJEJIcRGKWWaE2tXoKsee1c97vaO+lw02vN5aI99U33KnvbUL5WDoVAoFAqFotVRAwyFQqFQKBStTlcZYLxwpjtwBumqx95Vj7u9oz4XjfZ8Htpj31Sfsqfd9KtL5GAoFAqFQqFoW7rKDIZCoVAoFIo2RA0wFAqFQqFQtDqdcoAhhHhRCLFeCDG7mXZ9hBBr26pfuSKb4832nHQ0sjz2TvE5dyS6ckwm0l7j81SvkUIIuxDir0KIj4UQPzhDfUpqJ4SwCSH2CSE+iP8Ma6v+mLXJZVyfSp9ydX6yodMNMIQQNwNWKeUYYKAQYnCGdj2BJUB+W/avtcnmeLM9Jx2NLI+9U3zOHYmuHJOJtNf4PM1r5I+ACinlFcCtQojCNu6TWbvhwHIp5dj4z7a26I9Zm1zG9Wl8r1r9/GRLpxtgAGOB1+K/vwtcmaFdFLgdqGuDPuWSsTR/vNm06YiMpfnj6iyfc0diLF03JhMZS/uMz7Gc+jUycduPgNYSdMq2T2btvgX8kxDi0/jTe2tYYGTTH7M22WzX1n3KxfnJig4/wBBCPJ8w9fMB2gj7YPzPtUAfs+2klHVSypNt1M1ckk/zx5tNm45Is8fViT7njkRXjslE2kV8tvI1slU+t1PtU4b3/wwYJ6W8DLADN5xKn7J4n2za5DKuT7VPuTg/WdHhzc6klPck/l8IsQBwxf9bQCcYRDWDl+aPN5s2HZHOelwdna4ck4m0i2Ns5Wukfkwn49t627hPZud0q5QyGH9tI9AayxKnGsO5/MxPtU+5OD9Z0Rm/1BU0Th2NAPaeua60Cdkcb2c9J531uDo6XTkmE2mvx3g6/crVMWW7X7N2y4QQI4QQVuAmYEsb9cesTS4/81PtUy7OT3ZIKTvVD9AtfgLnAV8C3YGLgEcztP/gTPe5lY93ROqxmp2TM93vtjr2zvI5d6SfrhyTLT0PCW0/OIP9yvoaCZwHfAEsQJt6t7ZlnzK0uwTYCmwDHmurzy5DX3IW16fRp1Y/P9n+dEolz3j28/XAR1LKf5zp/uSabI63s56TznpcHZ2uHJOJtNdjPJ1+CSH6oT0lr5atmD+SbZ/a6pyeagznsn8d7XvVKQcYCoVCoVAoziydMQdDoVAoFArFGUYNMBQKhUKhULQ6aoChUCgUCoWi1VEDjE5OJh16IcTPhRCfCSGePdN9VCiEEHOEEGPPdD8UikyoGG05aoDR+UnToRdClKJlgV8GHBVCjDuzXVQoFApFZ0MNMDowQgiXEOL/E0J8JIT4sxDiOwkzFcF4OZmZDv3VwJ+kVkK0GrjqTB6HonMjhLg2JS6/LYR4XQhhibs+nhtvOksI8aEQYkVcFEihaBOEEHnxuFsXv6Y+LYQoi/9tjv47KkZbhBpgdGwuAmJSym8DvwM+lVKOBV4BfiOlPIS5Dn1X8IFQtBOklO+lxOVHaJLGvwFWSin3x5tulFJejSZD/c9npLOKrsrdwBYp5ZXAn4A/At+N/2088Jf47ypGW0CH9yLp4mwCPhdCvAvsBN4RQniAMmBCvI2ZDn278EhQdB1M4vJZYD1QnNBsQ/zfTcCgtuudQsEFaAMLgJfj/xbGcy4+l1L6hRCgYrRFqBtLx2YE8LGU8jtAT2AisAi4Q0oZibcx06Fvrx4Jik6IEKI76XE5G3gC+FlC09L4v8NRMaloW74Cvhn//T+BfwNWAC8BSxPaqRhtAUrJswMjhOgBvAoUAgHgQ7Qvxq54k/8GaoA/AAJYJaV8RAhhAdaizWhMACZIKfe0cfcVXQQhxE+Bf6cxLt8H+kgp/10I8Q7aBX0SMBpwA9VAWcJgRKHIKUIIF7AE6I12zfwe2lLyp0CJlFIKIeagYrRFqAFGFyX+hboR2CSl3H2m+6NQKBTtBSHExWh5bc9LKV880/3pqKgBhkKhUCgUilZH5WAoFAqFQqFoddQAQ6FQKBQKRaujBhgKhUKhUChaHTXAUCgUCoVC0eqoAYZCoVAoFIpW5/8HmuD7QVvyE34AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#成对的比较不同数据集之间的相关性，\n",
    "#而对角线则会显示该数据集的直方图\n",
    "\n",
    "sns.pairplot(tech_rets.iloc[:,3:].dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\contour.py:960: UserWarning: The following kwargs were not used by contour: 'label', 'color'\n",
      "  s)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\contour.py:960: UserWarning: The following kwargs were not used by contour: 'label', 'color'\n",
      "  s)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\contour.py:960: UserWarning: The following kwargs were not used by contour: 'label', 'color'\n",
      "  s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x250fd0e7908>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns_fig = sns.PairGrid(tech_rets.iloc[:,3:].dropna())\n",
    "###右上角画散点图\n",
    "returns_fig.map_upper(plt.scatter,color=\"purple\") \n",
    "###左下角画核密度图 \n",
    "returns_fig.map_lower(sns.kdeplot,cmap=\"cool_d\") \n",
    "###对角线的直方图 \n",
    "returns_fig.map_diag(plt.hist,bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#构建一个计算股票收益率和标准差的函数\n",
    "#默认起始时间为'2005-01-01'\n",
    "def return_risk(stocks,startdate='2005-01-01'):\n",
    "    close=pd.DataFrame()\n",
    "    for stock in stocks.values():\n",
    "        close[stock]=ts.get_k_data(stock,ktype='D', \n",
    "     autype='qfq', start=startdate)['close']\n",
    "    tech_rets = close.pct_change()[1:]\n",
    "    rets = tech_rets.dropna()\n",
    "    ret_mean=rets.mean()*100\n",
    "    ret_std=rets.std()*100\n",
    "    return ret_mean,ret_std\n",
    "\n",
    "#画图函数\n",
    "def plot_return_risk():\n",
    "    ret,vol=return_risk(stocks)\n",
    "    color=np.array([ 0.18, 0.96, 0.75, 0.3, 0.9,0.5])\n",
    "    plt.scatter(ret, vol, marker = 'o', \n",
    "    c=color,s = 500,cmap=plt.get_cmap('Spectral'))\n",
    "    plt.xlabel(\"日收益率均值%\")     \n",
    "    plt.ylabel(\"标准差%\")\n",
    "    for label,x,y in zip(stocks.keys(),ret,vol):\n",
    "        plt.annotate(label,xy = (x,y),xytext = (20,20),\n",
    "            textcoords = \"offset points\",\n",
    "             ha = \"right\",va = \"bottom\",\n",
    "            bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "            fc = 'yellow', alpha = 0.5),\n",
    "                arrowprops = dict(arrowstyle = \"->\",\n",
    "                    connectionstyle = \"arc3,rad=0\"))\n",
    "stocks={'上证指数':'sh','深证指数':'sz','沪深300':'hs300',\n",
    "        '上证50':'sz50','中小板指数':'zxb','创业板指数':'cyb'}\n",
    "plot_return_risk()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stocks={'中国平安':'601318','格力电器':'000651',\n",
    "        '招商银行':'600036','恒生电子':'600570',\n",
    "        '中信证券':'600030','贵州茅台':'600519'}\n",
    "startdate='2018-01-01'\n",
    "plot_return_risk()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.026472863336271524"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=ts.get_k_data('sh',ktype='D', autype='qfq', \n",
    "                 start='2005-01-01')\n",
    "df.index=pd.to_datetime(df.date)\n",
    "tech_rets = df.close.pct_change()[1:]\n",
    "rets = tech_rets.dropna()\n",
    "#rets.head()\n",
    "#下面的结果说明，我们95%的置信，一天我们不会损失超过0.0264...\n",
    "rets.quantile(0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'Text' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-18-2fe4620078e4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     32\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxvline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mq\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlinewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"r\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     33\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"经过 %s 天后上证指数模拟价格分布图\"\u001b[0m \u001b[1;33m%\u001b[0m\u001b[0mdays\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mweight\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"bold\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 34\u001b[1;33m \u001b[0mText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'经过 252 天后上证指数模拟价格分布图'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'Text' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def monte_carlo(start_price,days,mu,sigma):\n",
    "    dt=1/days\n",
    "    price = np.zeros(days)\n",
    "    price[0] = start_price\n",
    "    shock = np.zeros(days)\n",
    "    drift = np.zeros(days)\n",
    "\n",
    "    for x in range(1,days):\n",
    "        shock[x] = np.random.normal(loc=mu * dt,\n",
    "                scale=sigma * np.sqrt(dt))\n",
    "        drift[x] = mu * dt\n",
    "        price[x] = price[x-1] + (price[x-1] *\n",
    "                (drift[x] + shock[x]))\n",
    "    return price\n",
    "#模拟次数\n",
    "runs = 10000\n",
    "start_price = 2641.34 #今日收盘价\n",
    "days = 252\n",
    "mu=rets.mean()\n",
    "sigma=rets.std()\n",
    "simulations = np.zeros(runs)\n",
    "\n",
    "for run in range(runs):\n",
    "    simulations[run] = monte_carlo(start_price,\n",
    "      days,mu,sigma)[days-1]\n",
    "q = np.percentile(simulations,1)\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.hist(simulations,bins=50,color='grey')\n",
    "plt.figtext(0.6,0.8,s=\"初始价格: %.2f\" % start_price)\n",
    "plt.figtext(0.6,0.7,\"预期价格均值: %.2f\" %simulations.mean())\n",
    "plt.figtext(0.15,0.6,\"q(0.99: %.2f)\" %q)\n",
    "plt.axvline(x=q,linewidth=6,color=\"r\")\n",
    "plt.title(\"经过 %s 天后上证指数模拟价格分布图\" %days,weight=\"bold\")\n",
    "Text(0.5,1,'经过 252 天后上证指数模拟价格分布图')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：2776.85\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from time import time\n",
    "np.random.seed(2018)\n",
    "t0=time()\n",
    "S0=2641.34\n",
    "T=1.0; \n",
    "r=0.05; \n",
    "sigma=rets.std()\n",
    "M=50;\n",
    "dt=T/M; \n",
    "I=250000\n",
    "S=np.zeros((M+1,I))\n",
    "S[0]=S0\n",
    "for t in range(1,M+1):\n",
    "    z=np.random.standard_normal(I)\n",
    "    S[t]=S[t-1]*np.exp((r-0.5*sigma**2)*dt+\n",
    "          sigma*np.sqrt(dt)*z)\n",
    "s_m=np.sum(S[-1])/I\n",
    "tnp1=time()-t0\n",
    "print('经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：%.2f'%s_m)\n",
    "#经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：2776.85\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(S[:,:10])\n",
    "plt.grid(True)\n",
    "plt.title('上证指数蒙特卡洛模拟其中10条模拟路径图')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('指数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'上证指数蒙特卡洛模拟')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.hist(S[-1], bins=120)\n",
    "plt.grid(True)\n",
    "plt.xlabel('指数水平')\n",
    "plt.ylabel('频率')\n",
    "plt.title('上证指数蒙特卡洛模拟')\n",
    "#Text(0.5,1,'上证指数蒙特卡洛模拟')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
